{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "sys.path.insert(0,\"..\")\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_nih = xrv.datasets.NIH_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\",\n",
    "                                 views=[\"PA\",\"AP\"], unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 100561, 1.0: 11559},\n",
      " 'Cardiomegaly': {0.0: 109344, 1.0: 2776},\n",
      " 'Consolidation': {0.0: 107453, 1.0: 4667},\n",
      " 'Edema': {0.0: 109817, 1.0: 2303},\n",
      " 'Effusion': {0.0: 98803, 1.0: 13317},\n",
      " 'Emphysema': {0.0: 109604, 1.0: 2516},\n",
      " 'Fibrosis': {0.0: 110434, 1.0: 1686},\n",
      " 'Hernia': {0.0: 111893, 1.0: 227},\n",
      " 'Infiltration': {0.0: 92226, 1.0: 19894},\n",
      " 'Mass': {0.0: 106338, 1.0: 5782},\n",
      " 'Nodule': {0.0: 105789, 1.0: 6331},\n",
      " 'Pleural_Thickening': {0.0: 108735, 1.0: 3385},\n",
      " 'Pneumonia': {0.0: 110689, 1.0: 1431},\n",
      " 'Pneumothorax': {0.0: 106818, 1.0: 5302}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Dataset num_samples=112120 views=['PA', 'AP']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_nih"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index                                         0\n",
       "Image Index                    00000001_000.png\n",
       "Finding Labels                     Cardiomegaly\n",
       "Follow-up #                                   0\n",
       "Patient ID                                    1\n",
       "Patient Age                                  57\n",
       "Patient Gender                                M\n",
       "View Position                                PA\n",
       "OriginalImage[Width                        2682\n",
       "Height]                                    2749\n",
       "OriginalImagePixelSpacing[x               0.143\n",
       "y]                                        0.143\n",
       "has_masks                                 False\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_nih.csv.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Atelectasis': 0.0,\n",
       " 'Cardiomegaly': 1.0,\n",
       " 'Consolidation': 0.0,\n",
       " 'Edema': 0.0,\n",
       " 'Effusion': 0.0,\n",
       " 'Emphysema': 0.0,\n",
       " 'Fibrosis': 0.0,\n",
       " 'Hernia': 0.0,\n",
       " 'Infiltration': 0.0,\n",
       " 'Mass': 0.0,\n",
       " 'Nodule': 0.0,\n",
       " 'Pleural_Thickening': 0.0,\n",
       " 'Pneumonia': 0.0,\n",
       " 'Pneumothorax': 0.0}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = d_nih[0]\n",
    "plt.imshow(sample[\"img\"][0], cmap=\"Greys_r\");\n",
    "dict(zip(d_nih.pathologies,sample[\"lab\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_pc = xrv.datasets.PC_Dataset(imgpath=\"/lustre04/scratch/cohenjos/PC/images-224\",\n",
    "                                 views=[\"PA\",\"AP\"], unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 91789, 1.0: 4428},\n",
      " 'Bronchiectasis': {0.0: 94704, 1.0: 1513},\n",
      " 'Cardiomegaly': {0.0: 87438, 1.0: 8779},\n",
      " 'Consolidation': {0.0: 95059, 1.0: 1158},\n",
      " 'Edema': {0.0: 95754, 1.0: 463},\n",
      " 'Effusion': {0.0: 92255, 1.0: 3962},\n",
      " 'Emphysema': {0.0: 95254, 1.0: 963},\n",
      " 'Fibrosis': {0.0: 95534, 1.0: 683},\n",
      " 'Flattened Diaphragm': {0.0: 95683, 1.0: 534},\n",
      " 'Fracture': {0.0: 93518, 1.0: 2699},\n",
      " 'Granuloma': {0.0: 93739, 1.0: 2478},\n",
      " 'Hernia': {0.0: 94686, 1.0: 1531},\n",
      " 'Infiltration': {0.0: 86987, 1.0: 9230},\n",
      " 'Mass': {0.0: 95376, 1.0: 841},\n",
      " 'Nodule': {0.0: 92450, 1.0: 3767},\n",
      " 'Pleural_Thickening': {0.0: 92978, 1.0: 3239},\n",
      " 'Pneumonia': {0.0: 92324, 1.0: 3893},\n",
      " 'Pneumothorax': {0.0: 95922, 1.0: 295}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PC_Dataset num_samples=96217"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_pc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = d_pc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "tr = xrv.datasets.XRayResizer(224)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_transforms = torchvision.transforms.Compose([\n",
    "        xrv.datasets.ToPILImage(),\n",
    "        torchvision.transforms.RandomAffine(45, translate=(0.15, 0.15), scale=(0.85, 1.15)),\n",
    "        torchvision.transforms.ToTensor()\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2ae3489488d0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvWmsZdlV5/k/d56HN78XY6Yr05StdFuC9gewQLRa4GoZW06MwBY4SQtcJUqNulslRH9qCXV/KFWrUbVaFBRmMqYxAmOBENWAKIRoMQmBcFam7QzSkRkv44333Xl4dzz94eZv3XVORDqHiMh86Y4thV68++4995y995r+67/WDsIw1MPxcDwcDwcj8XbfwMPxcDwcF2s8VAoPx8PxcETGQ6XwcDwcD0dkPFQKD8fD8XBExkOl8HA8HA9HZDxUCg/Hw/FwRMYDUwpBEHx3EARfC4LgxSAI/rcH9T0Px8PxcNzf8UCUQhAEgaTPSvoBSf9M0n8bBMG3P4jvejgejofj/o4H5Sm8X1IzDMMvh2E4k/R5SU8+oO96OB6Oh+M+jtQDuu4lSbfd7/uSXtVTKJVK4fr6+n29gcViIUlaOi3Rn0EQKAxD+z9/g93J74nEnTqT1zwTNJlMKplMajabKZFIKJFI2HcsFguFYagwDO31RCKhxWJh75nNZvae+DMEQaD5fG7/l6RUKmV/5zl4nde4x/l8bvfFPfCZ+Hf655/P50omk1osFkomk5E54XUGf5vP55E54Tv8HPF/Psdz8d75fB75nWdNJpN3zH2z2bxjfR6OVx+3bt1qhGG4+Vrve1BKIYj9fod0BUHwGUmfkaS1tTX99E//9H378sFgYMKZTCaVSqUim0paCtB8Plcul1Mmk1EikdB4PDahzWazWiwWyufzJkSpVCoi0NPpVJK0u7ur2Wym6XSqcrmsRCKh0WhkimI6nUbuJZvNKpvNqt/vazabaTgcqt1uS1pu/vF4LEk6Pz83xTKdTk3gS6WSisWiksmkptOp0um0stks86qDgwOVSiV73qOjI4VhqLOzM92+fVu5XE4nJyfK5XJ65JFH1Gw2ValU1G63lclkJEmTyUSJREKz2UzpdFrr6+taLBa6du2aKpWK+v2+fZ+0VFCj0UiSTJhzuZxyuZyKxaLK5bI9XyaTsTmdzWYRpTIejxWGoc7Pz3V+fq7Lly8rkUioXC6rWq0qDEO7x/l8rt/8zd+8b/vmm338xE/8xEuv530PSim8LOmy+/2yop6DwjD8j5L+oyRdu3btvhZgeOHHGmJ50um0WapsNqt0Om2WOJ1OKwgCpdNpSVI6nVYikVAmk9FsNjNL7D2DarVqgjmbzSQtBSSRSGg+n2swGJhgpVIpnZ+fq9vtqlaraTQaqdVqqd/v2+cXi4V9Rzqd1mQyMaucSCRULBaVyWQ0Ho9VLBZVKBRMSKSlkF65ckWz2Uz9fl8vv/yyZrOZWq2W9vf3NZvN1Ol0tFgs1O129ZWvfEVhGOr4+FjT6VS5XE6lUknn5+emaGazmY6OjlQulzWfz9VsNrW1taVer6dyuax2u22KFG8hlUoplUrZnHulhUKeTqfmKXU6HfNi8DJKpZJGo5EpDTyeWq2mxWKhXC6nT3ziE5L0UDncx/GglMI/SloLguC/kvScpB+W9D89oO+KjOFwGLHKbEI8BayUJPMmUAxs6Pl8boohm83ecQ2UDEoDwUDwu92uhsOhKZ9UKqVMJmPXT6fTGg6HarVamk6nymQyCoLA3s978RK4V5RSv9/X2tqayuWyfWY2m6nX69mztdttHR0daTQaKZFIqNFoKJ1ORyw0wh8EgcbjsdLptMbjsSaTiQl0JpOxzw2HQx0cHJiSq9frkqRcLmcKRVp6OLlczpRYpVKxcMSHVIvFwuYBhVosFiXJPIvhcGhrgvLmeavVqvL5vCQ9VA73cTwQpRCG4SIIgh+X9DuScpJ+IwzD//dBfJcfWBWPE/gNmEwmNZ/PI6GFtFIOCF4ikVChUDCrNJ1OzX3H48hkMsrn88rlcmo0GioWiwqCQEdHRwqCwARFWgo5n00mk5pMJnfE1ZlMJhLDj0Yj8xLS6bQymYwmk4k2NjZM4KbTqVnZfr+vs7MzE2aUQTKZ1GAw0Pr6us7Pz3VwcKBkMmnPl81mNZvNVCgUbM4mk4nd8/n5uXkl2WxWo9FI6XRax8fH2tjY0Pn5uXq9nhKJhHK5nM39aDRSuVxWrVZTEATKZrP23LPZzJT2YDCwz/B9hFi5XE7pdFqLxULz+VydTsfmaDKZaD6fq1arSZLd/w/90A/pC1/4woPeat/U40F5CgrD8E8lPfagrn+3webCynsvwANXCD/Wn/jbexDgA5IMCGRTY/Xy+byy2azy+byKxaL6/b6m06ny+XxE2IMg0GQysVAmmUyq3+8rDEOzdKlUSrPZTJPJxEIOLDFCOxwO7XnOz881mUwUBIEajYZms5n9Q/HgyUhLhTmfz1UqlTQcDjUej81zWSwWSqVSKhQKkpbW2uMoyWRS2WzWPJXxeKzFYqGXXnrJ8A0EulQqKZPJmIXnPmazmeEz0+lUyWRSnU5HBwcHprh3d3fNMyF0IuQiREomk2q32xqNRuY1eK+qUqnoE5/4hGazmX77t3/7ge+5b8bxwJTC2zGy2awJt49NcWs92g6g6DddIpFQt9u1zwyHQxNuFMNsNlM2m9X6+rrFxrVazeL0jY0NhWGo8XisUqmk8XhswKFH48kEoKQkWaYAxZbP57VYLCyEKZfLmk6nGo1GGgwGOjg4kCS7hv98EAQ6Pz/XfD5XvV7X8fGxEomE1tbWlEql1Gq1JMmUlSSz2rlcTuPx2LyFnZ2dSEZCWoYIp6enOjs703ve8x4T7Ol0qvl8rq2tLW1tbZnb7xUjYGin09He3p5OTk60t7dnigvFK8nCEj//mUxGo9FIZ2dntjbj8diUYq1WUzKZ1A/+4A9Kkn7rt37rge+9b6bxTaUUsHhYerILeAVsqEwmY4KBAPEeaRnPZrPZiBIB6c9kMtrZ2TE3GOvpwxPCBlJsCL0PH7gH7ns0Gln2Y3t72173YcZ4PNbh4aFZyuFwaNcgFicDwN8mk4lGo5FKpZIGg4GazabK5bLhBK1WS+l02jIdhEoow/X1dc1mM+VyOZuP8XisXC6n8/NzpdNpdbtdc/nBBjw+wu8AqZPJRJIs/Lly5YqtISENa0gGJJlMmpLzmZHDw0PN53P1ej37G/dAmvvjH/+4fud3fuc+7rRv7vFNoxSGw6HK5bKCIFAmk7GNn8/nDX33FhFcAEXisQiEF2FHsDOZjCHsZCT29/ct5h+Px6Y4SEsyUAxs8EwmYwIIuCcthRuB8LE2Smk0Glmcj8tOOBFXSnwXKT6A0LOzM1N6uVzO3O7BYGCKBI8L6+7ToZJsfs7Pz9XpdAz0BI/Z3NyMpB9TqZSm06mazaaOj4/V7/ct1dpqtXT16lULxyTZM3g+hVcsrB9/azabqlarOjg4MGUDiLq9va2Pf/zjCsNQX/ziF9+aDfkOHt8USiGdTmtnZ8c2dL1eN+Cw3W5rPp+r2+1GrD2KANecUKNQKCifzxvSzeZEcHBNDw8PNRqNIoQh0m9xEo6kSIyOoPMe8IlSqWQC6FN4k8lEX/nKV9TpdNTr9Qz05L5IaZbLZQtVADbBNAgtqtWqJJmSwNsBuBuPxyoUChbXo1Sm06nNValUsvsi7kdJVqtV1Wo1mw+fnkV5ck3uCSwDLMgTpVKplCnbbrerbrerMAxVKBQ0nU4NWA3DUIeHh5pOpzZHg8FAjz/+uPb393Xp0iWFYagnn3xSQRA8VA7fYHxTKAXcfdzar3/963dYfdB2wDfidr8Bi8ViBGTjs8SyCD//9/E1f/OsOz7rOQi4vSidVCpl94HSqFarGo/HGgwGev7557W1taVOp6PhcBhRVl7poAzirEYPcCLAhULBBBaQtdPpWPgCmAgwCJ9DkoVgk8nEQpbDw0NVq1VTrCgXQgeEu9/v65lnnrFMBViMJFOw1WrV8ANCJhTQYDAwZTccDi3LwhzDe2g2mxZG8NxgG9euXVMQBPrYxz6mL33pS2/F9nzHjXe8UigWi5rNZrp165YJKm4lAkrc7RWFVwjePcaq8TpuNODibDZTs9mMCKUHMnF3IR8BhOG5IKxsbq+guHdJ9j3dblfHx8caDoe2uX1qFOGQZO4/zzuZTJTP5y00kaRutytJBt5NJhPDXXyqMwxDI1kxd5LMS/GUZTyccrmsYrFoipdQplgsqtls6vDwUPl83tKt0oqT0el0VCgUlM1mI+AiihMsCMYnyhlvC46GxxTOzs7sGmRDIHctFgt97GMfk6SHyiE23vFKYX9/32JprJnHCV6N7oxQ4Q0Ui0VVq1VTDigGrDcI/NHRkVlEfvJ9Hpjk2lyD1zz3gPCF/D5KbH9/Xzdu3NBgMDAQbTKZmLDiXUiy1CIeAtch/gZXQDjITqA4UqmUXZ9sik8xDgYDA/6kVQ0Dzw+VmRQpmAN0cGmpSLj/IAhUqVTU7Xa1tbWlF154QfV63dK6CLl/FnCXXC6n0WhkigSlzLNxfUKmfr9v9HHCwGeffdaU1bve9S6FYaiPfvSjCsNQv//7v/8Ad+o7Z7yjlcLJyYllGwAC/Yb1CD+Cwmb1m5xN6L0Lz8n3VGk2KdeEN8DwzER4BMTOkoy7wL3yeYR6Pp+r3W4bmMj3YM1B2KllQMBhVHa7XfOUwAC4PhYYRiXAKc/rCVYAhqQJ8SK814MnAv+BMM4rTO7p61//ukajkba3t41KnUqlDP+hHsQrO5QzHpHnSQASo+C9MiCTwjqEYWi1GoQhhHZHR0f6wAc+oGw2q4985CMPFYPewUqh0WjYhvZuvrQSTITZ10IgwPANEGyYd94lRQlsbGwomUzq+PjYPp/NZiP5dB+a4OKjgLgewumVlyQD6brdrm7cuGFkpEwmY7E+hCOu2+l07F6lpeLARUZo8CxQSngNkpTP503IyuWycrmcms2mZSqgJqM4PJcDIhLKqlQqmbVH+frnS6VSqlQqWiwWOj09Va1WU7lc1unpqeEbw+FQpVLJPkfKtdfr6fz83NaQ8IVQihQvfycLBIDK/sBrGQwGRkILw1D7+/uaTCb6ju/4Ds3nc330ox/V7/3e7933/fpOGu9YpSApYr3ZiFgxSXd4A2wi4m68jFqtZgKM0HmwEU/Cl2OzqRiefst7POlJksXMvAaQNxqN1O/39fzzzxtIxnV83I91JlQZj8f2vT5cmkwmZi09qMh3SUuPZTAYmCAnEgnV63VNp1MNh0Or3SgUCiqVSpG6A2J0QMFUKqVms2kKZjKZqFKpmEL2HIxUKqXRaKRer6dcLqdCoWDhEwqUFLDHFlB6PCMhGN4YXgkenud3sD4o59FopNlsphdffNHSuYRh3/md3/n/e4/hHakUTk9PI8VGLLgXdL9B4vhA3HPwLDr+z8aiZPj09NT+Rr4fwfUZBTZnXEH4qkGPH/CTmBvSFQKIG019gX+N+gbIR3yG8AEPAdYmikOSEYOGw2GEOQkXYTgcmiLEdQfl9z0Otre3DVQ8OzszmjcZBxQCXgUpRUlW2EVaknCJgdBDnKrVakb8QrFCavKeEnPAc3oFShbk5OTElE2j0dAzzzxjz/o93/M9+vCHPyxJ+oM/+IN73K3vvPGOVAoe0CMOBjj0eIGn/+JF+JgXxJy4nrgfYszW1pZGo5E6nU4kRvWFVN578L/7v3tXHateLBY1nU7Vbrf14osv6vDwUP1+X6PRyBQDHgPKxVtq3/cgDo6en5+rUCiYqzybzVQsFjUajZTP501QmDfqCJjXTCZjrjwCHQSB1WmgGAljKpWKpKUQQ/cej8eq1+v2zIVCQYeHh1bPcXZ2ZsKeyWQiSoswDgDUZ4TAQ/Aq/D6AiIVCpmSbnhUM1oqMD/ME52MymehDH/qQ5vO5PvzhD2uxWOgP//AP79PuvfjjHaUUjo+PLSb3LqIUBQyllWATF8PeY0NgEUnZ4eoGQaBaraZisWiAH9dByPE+vFvOdQH0EFysqi9Omkwm2t/fV6/XU6vV0s2bNy0F6DEI2IqQdFAWkmyjkx70cTdxNfcGAciXQefzeWtGw/3CAARAxH0vFAqqVqtmpWGKFotFjcfjSBiGcC0WCx0eHqrZbFrDmuvXr6tQKKjdbpvHsL6+HvHcBoOBcTTw3Pw/PLJSqRShTYN7oFBQOISVeFaLxcL6P7BuuVzOMIqbN2/q+PhYX/7ylzWbzfTII49oNpvp+77v+3T9+nUtFgv90R/90Vuy39+u8Y5SCt5DiJOT+DvC59Nv/j3E4NVq1cp5fRrRA4gepPTCz3u5D5+S9E1GsEQ+xDk9PTUEvNFo6ObNmwYK+rQi18DL4fvxaujcBJFIkvVE4N5xmSUZKEsqFOISbEVwGeaKeYSC3e/3rbmJJOsoheclyd7T7/cVBIHOzs5sniqVivWPQIj39vZMiFmz6XRqFGhP9mJ+CCfInpCV4f7T6bT6/b5hGOl0OuJ9QZaKA5Q8ez6fV6/XM6IY6dBOp6Pv//7vlyR97/d+r8Iw1B//8R/fz+19YcY7RikcHR1F8ADvNkor8M/zD+LxOxYej8B7FdJyY1SrVYs7cUE9duCzC2xmBA/BpdTYk5M82QZuPj0ZyAr0ej27jnfDsdCw/jxdud1um6cAkJlIJKzRCW45VhbvAFebzk2kWVFuPDN/D4LAPluv1w0jKRQKZo0BFzOZjI6Pj01JIcTpdNqeMV7j4FOz5XLZ0oh3Cwk6nY55eJ1Ox5rFMCf0tkin0zo5OdH5+bn1neC78LAwHN5bKRQK5smAPYzHY33hC1/QZDLRk08+qclkou/6ru/Sn//5n9+vLX5hxptWCkEQXJH0K5K+RdJY0s+GYfh/BUHwv0v6tCSCuM+EYXjfAjJcdm89cZH5u7Rq9Al67fkKCL4vuoHmnEwmLTXnwUT//XzGpy29ZeO7PQ9hNBqp2+1a/DocDnXz5k0r1EIJQcDB0vP9WH9cZIq6EHRYfZPJROPxWBsbG+b+4wF5AhTEI+jK8/mydRwKCyEhVOCZUTTMMXNLDwksPeGHpAheQCOcq1evqlwu2/N4OjLeS7FY1NnZmWVT4lwFBrURs9lM6+vrljUhzABvaLfb9l1kXAhLfJ8NSQa6DodDa21HGvg3fuM3dH5+rrOzM33gAx9QEAT6+7//+/u1xd/2ca+ews9I+gtJm5L+PgiC//zK6z8ZhuHn7/HaNg4PD20zePBQWsXq3oVkYSVZQw+PP0hRarO/pk9B4lXwHh9meEXjFQJWyse1k8lErVZLJycnajQaqlQqli3g/qRVebaviyC8QQgA/wgb8DIIT0g5drtdu8729raFMygA0HvAVp4J7IXGs6PRyLAYr3hJp5I5yGQyGgwGBuhxXfgRiUTC2IXQxVutlnkhXgkNBgNLqaJEaeRKyhUmJXhIIpGw6k/4FHyOsAUKtSc9SYp4c6wz9Hm8NshihBPT6VRf+tKXdHx8rHa7rU996lMKw1D/8A//cL+2/ds23rRSCMNwX8vW7ZJ0EgTB1yTt3Ze7cuPo6CgS97ER+V1aubw+tofh6HkH2WzWEHGu4WP/TCajdrttLiUW1XsH4AY+vSetNhbhBf+Xlkqj1+tZrNtqtdTtdtVoNOx5sJgUE3GPHmDzyg6F4O/JE6bwCBaLhRqNhjKZjDY2NlQoFNTr9ayATFp1lor3kSTDAScAYfMZgnw+b/E5PAIUGW46rj4/yQL52B9CF9ke+BnwJqjqhGPA3KJwUCxnZ2fKZDLWTIYwJZFIGIGK5iw+I+QrVr0nmk6nrSKTjlinp6cqlUp6/vnn9fzzz+v4+NjW5ZOf/KS+/OUv308ReMvHfcEUgiB4XNLjkv5G0ock/dsgCPAi/ocwDFv3cn2fPsO9xCPw7iDxZ9yFB0DClQRLIC3FdQCzPG3ZE5TwILw3gaWGosuGRSE1m03dvHlTzWbTLPxsNlOj0bAQhmv47/eKi3vwHhKYgWfveaH2yHoikTC+BV2aPdA2GAxMMaIgAEe9EqZnAx4QlGTv7UgrEO/o6MiqIenxyPxBn+a6NHtptVp2z76ICTo1+IRvfx8EyzqHzc3NiIIl48DveHGNRiOyb5gv9g7gJngS+6Rer1vHJ5q64Jn8/M//vF3zE5/4hMIw1LPPPnsv2/5tG/esFIIgqEn6bS2xg14QBD8r6X/W8qyH/0PSv5P0Y3f5XOTch7uNw8PDCIDoU31sHAQ6LhCSIkQkn9OWogetED7EG3v4WglpRfgB7IPwgwX3FGjug+9FSUgrq3V6emrPhTAScyNoCIK3ktIqJemJOygXsgbUE+ApkZMnlicEoZgsHhKhGFKplNbW1kxxoBjW1tYs3Gi1WhoMBspkMlamnsvllM1mNRwOzUNjHhByzyE5Pz+3cmzmxD8z84sw8lm8DbAV+B5hGKper9veQKnt7OxYA1u8BdaFPQKmEE+JQvvu9XpGdvKK9LOf/aylZT/1qU9Jkr7yla+8lhhdqHFPSiEIgpyk35P078Mw/E+SFIbhbff3/6DlkXF3jPB1nPvgNbnvpuzTgr6YCAXgqc4oDMhCWD+/4SVZ/wDvJcSzFt5j8alOXvf3kEwmdXR0pBs3bqjf71uKC/bh4eGhbSYYiiDsWCoEZTqdqlqtmhBQqi3JQgVpVdSEEqKiELcZ/IWN7MMRBMYTlHK5nBGvmC/+BmYCl6JUKhnVmTVZW1uz9OJwOLSQBbzC90AYjUYWUszncwu3fKk2qUmo0yhnsicoQ9iVg8FAlUrFshMoCkIe5o81Zk58Wph9QHhBuAmQilL25Ldf+7Vfs/0pSZ/61Kf01a9+9W5b/EKON32WZBAESUm/Jen/CcPwl93r737lZ0LSj0h65s1cH02OgLAxaNnF5pcUWWDAM58ZoHEK2p73Isjes8jlchHgznMjvAKRZPfBPQB+EVc/99xzOjs7i2xuwgtcbwYIPUAbMSzP3ev1TKAotyYUwhvA2yEe5777/b6Bdzyz5yAQuwNUQkgCBPTuPmzMvb09SzdyzoW0UkwAfVtbW7p8+bLK5bLRnqUVBuPxIl/vwXz5bATfjwACJOKhINhkBkajkdrtthVtMecoMe/R+fCU+yEspGM31a10pspms5HrMABXP//5z2uxWOhXfuVX9Nhjj+nRRx99M6Lwlo978RS+S9JHJH1rEAT/+pXX/ntJnwyC4IOS5pL+TtK/eqMXPjw8jMS3WN54GtILrA8NeN1nHYjXfYaC0AA0G0oswgb7T1p5C6S3sHBeYaBIPHPRcyHwUDqdTqRbExsfS4Xg9Xo9uyYWcTAY2HP6VnFsTJ6ZgqbFYtUUlnupVqsRqnAmk7Ej2SRFipR8CFMoFOxUKs6AwDLjzfDMzBcCznzg9mN5h8OhBoOBOp2OcrmcEYd8rQfvZR59KpF6kXiPTLyQW7dumRCTDen3+yqXy+YxeUUN4SseWnojw57yv8cp7pIsfckzLBYLPfXUU7p58+YbFYm3dNxL9uE/684zIyXpntvYMLlewPwCeevsXXzifX92AEedEW+z+OAGfuP7ngf89KCidyv9CVK+ajGbzWowGOjZZ5+1sx28QgIHkKJuKXwKnuuVOTYLCo+gXC6r0WgYqOaZd9KKuJPNZlWr1SymR2gqlYoJQafTicTmnh3pMxk+i8IcM1/E4cwZfSKJ83O5nJ2Z6cleeB94RNRq8M+Hawg6Cix+f/P53LgReA4eMG632yqXy9YL0mMHPnPls03cJzgIYcdkMrE+Ez6kBQCND+6BA2pms5meeuopLRYL3b59+473X4Rx4RiNL720PAPTk4LYsN719ZYDpJgNIq2si/cypNUm4LP+77ioHitgw/A6AJTnRrChstmsms1m5Lv8UWySVCqVDGBEKGH6ceALPH7us1QqGYuv3++rUqlYuILw8TxYOkKBSqUSOfqO0mtiejIg/X5fyWRSe3t7KhaLhjGg9KrVaoTdCJiHciVOxxvi9CxwHF+tiCJCcRNqoCTxEmE/evwAnAMl79e51+up1+vZ+/CehsOhCoVCpGQd0hYeGE1YUATeCHnPxpdmezakZ9PebaA0v/jFL9p7PvnJT0pSJKV5EcaFUgq4Vd4DkFba1seg/C4pojw8T6FSqZjbjBDgrvM9bGTvCfjUo8cB4mCiJzexMebzuV588UWL7Y+PjyNEqOFwqEajIUl2JgPvhdwD8AZQJskAQJ6JlvbSsuIQy4rgky3Ac+L7dnZ2TKEVCgUtFssu1TSaId2IYCcSyw5MAGrT6VT1et1wDI5yYy1gUZK9QDC5P8KZIAgsnSotC6Ha7bZ5Up4NiRDxWdYDb4A1p0Sc78IzQFFcv35dkqxALE5Yi4PY/J+fPCffDSiJYoEc5cHq+AjDUL/7u78radVK7+mnn7Y9cRHGhVIKnmjk3TlSYVJUMSCMPnRAu3MGhAcj426w/90rAi/guLyJRMKovGw6Nj9Ct7+/r+eee07j8Vj9ft82I2M2mxlHgOuyKQEYPcJfLBbV7XYN5af8eWNjw8g+gIcw9shkcDoTjVrL5bK63a5arZbW19ctQ9FqtTQej62vASQhFAaEIu51e3vbFASWF5wBJUbnpmKxqMFgYIKMtffenSQD70jz4aH54jbmifUEaCS8ohALYpQ/Vs8DptPp1IhYfs3BcJh77hGvQFoqNk/EYg3BL7yX8Y0Gz0CvhtlspqefflqSzDC8nePCKIUbN26YsHuh9RbaKwO/cCgOhgcAJVkJM59HyH0q0+eq2fDSKuNAK3TPufdCPRwO1e12I0Al9+49Eawjr5F1AHfg875ykrCi1WqpUCio0+mYS7uxsSFJ+upXvxrxfCgUwh0HLERoAVfX19eNQ8DA8tZqNaXTabXbbaVSy+a13W7XFBCCC/WXuSMr4xU8jVuYLywqDFJSiHgI0KgJYaiuhJcAEEyo0Gw27d5R6uwNwM9Wq6VKpRJpx+bPj/Dr6rErz/Pw4SbeH6+xp+L1Mq81/uRP/sTu9Ud/9EcNP3q7xoVRCl6IPdLrU4zeW/CLhOYnVoZlBm/f4w2ew+Cv5Yk/8fuQFFEc0uqU42QmYMMOAAAgAElEQVQyqbOzMz3//PNqtVomcD7d513Sbrdr8TqpPwTc1xZ4zACgDZedKkWArel0qvX1dYudwRz29/ftTEuuxzMBngHGAn5Op1NTgBQgMe9xRqUks5h4QYCh9XrdjrcDKEWZkQLNZDJqNpuRZir+oF72AEIMNkK61RO8qIhESOGlUGHqWYrsJw84eoPhM054oyg/lI7nk6DoAEP94b2vd/zZn/2ZJJnC+/SnP31HJ6q3alwIpYBweM/Ab0Q8Bf872tq7+Qg1C+IX2A/iXVxVfqeiMe6VkGrjO+hNeH5+rqOjI7388svWIMWHID4r4K01igN338fVPKcPhUhNUlYMSImF5gBZQhoPpALygQX4BioooVQqZcqT49/wBCaTicrlsnZ2doweDOCGwmCtJBkgSX2Hz6hAYpJkysErXvYBGRZpdZgNa4TnIymSSfKZHghipVLJlMt4PFav19Pu7q6FUolEQpubm9rf3zfuAjwKjxsx2DPxIja/H5nzN6oUGH/xF38haRlS/NiP/Zh5lW/luBBKQYriA15Dx3kC8RQkWhzwhw3tm536a0iKKBLfHcnzIuIWhMHf2NQ+XKCzDwe3eDovwsExdmQJcKPxFBCC0Wik0WhkZd4chouAT6dT62WQy+WsCxIeBbl4lBCKTJKRfvb29rS3txdRirVaze4nkUhoe3vbLLu0onpDV44LKfPrrT61HhznxlxzcnU89Uzq0WdT8OY85gAlGoGWVtWhvO4zBj4N6UlT/C2+T1h/vpP9xh5D6YMz4MkRktyLMP/N3/yN7bNPf/rTkXt60OPCKAUE028wv8m8NfIxHAoBbgJsP3LIntvuXXSuy8R7z0Ra9UHM5/MG3lHUMxgM1Ov11Gw2dXp6aimzTCZjlYI+LOBesWI+LcbrbD7wA+4/DFdnHrAxORUqkVjSoOv1uur1uimAs7MzO3B1OBxqd3dXyeSSFckBtpKs6o8QwBd0kY9Pp9MqlUqRbkiEHfzdH91Wq9UsZPBZGQqTZrNlv0jYjXwfc+OJY+AqKB/WAV4ACh+lG4ah4Siz2czCFU6fZp49AYnPsIaem+ExETxZT7lmv7DWeBAe07iX8bd/+7eSlgr0x3/8x+8wUA9qvDXf8hrDCz8/fWmypzkz6Wwmbzm8V8Cm4rOS7ghReG/8mDk4B77JKRiCt2psCM/hx4UFT0Coe72eMRnxMEhF+gpFrD2t1dvttmUsUqmUUYrBLSjOKZVK2tjYUL1eN0UEIAgHwT9DPp/Xzs6OarWa1YZUKhVTUtVqVTs7O+Z1ecIY9GZCJPgGKFzWDYsfBIGdQo2ncHp6GuEhwGwMw9A6PJ2fn2ttbS2C6HOvXAtmKBwSvtcPH7LcuHFDnU4nUvvCGrIOPqMVT3N7pUI4yXvYD54WfT/GP/7jP+oXfuEXjJj1oMeF8RSkVazP8ALMpvOLyAICLPqcvD9fwS+mFD3xyeMVccKTj4dxM8fjsRqNhlqtlk5PTw1LAHgjjsYqER5gCREK0HppdWQ8Xg2ClM/nzR0uFAoWEsHeOzk50fb2thqNhp544gltbm5ahiQIlsezwb4DnV9fX9dkMtG1a9e0vb0dYQgywBe4b+YI4WM+yNHP53Otra2pXq+bhZ5Op9aPEmIQ6VFozXGiGN6AJPO4xuOxtra2jPOBZ0hYgIEgpAH592nC8XisarVq6zEcDq3fpE9LegWAh+DDRW94MDo+vew7Z+E9vNFMxKuNZ555Rp/97GcVhqGefvpphWFoPJX7PS6MUmAiEV6seLzXIZuX/8cZir7W4G6EJO/usbHj6UNANsISPAYINo1GQ81m0za7BxZ95SDX9ukzrCix6HQ6jRQJSTLh6Ha7VuUnrbAQUnTJZNI8iUqlYmc4XLlyRd1uV71ez5QsBU0bGxsRjgFFPggC7j0cCNxprGMQBCZg9HSgJgIAtNvtRjwfnjebzZqSY+7BJnyqkWfFCzw7O1MqldLVq1clybgVfr1JPUJYQinzt2azae38Dw8Ptba2ZoIOMcwXXUnRo/TYG77E3HtG3nvwv9/P8dxzz0mSfvEXf1GS9NRTT71q24F7GRcifJCi5KI4qOKZZGxoXPN4OICVxeX1HgIYBOw3NhXv8cqH9xLnekIV98jnCAfg/BPT4kFgSYJg2ba92WxqOBwamOg34Ww2s9JihAgXuVqtqlwuq1QqqVQqWfVnqVTS8fGxms2mDg4OTHA5Y0Fahk67u7sWY29tbalerxsuwDxfunQpMl/SyoPCW/OxLd4Z6wLoiTfQbrcN2AQ0JLRCKWBxaQsHwOgzQYvFsjV7u9028hbkMeafNeIeMC7cL81j6djMM5Mx8OEpxiO+99g7eKiEUtCqCa/4nng17P0YN27ckCT90i/9kk5PT3V4eHhfr38hPAVcN/9TWuECuNIoAbQ3AktsDjGHzcsGAwdAc+NaxklSZAuSyVWtBRas2+3aJqcBK5aDjUUhDsw6ADwsMOk2mIsoBO7PYx/kvFEuvhhoOByaEFYqFa2vr6tarVrnYu47n8+r3W4bbwFAj/SdD7d81oXXUK6SzD0HbIX/gCAzl/68y7W1NWvTRrqR4cMcSFsIkueU+OwO1+10Oub+T6dTq9XgmVgPz4T135tKLY+529vb02w20/b2to6OjiJ09rtloFjHuOfplYj/PK8RMt7P4RUDjMgwDHX58uV7vvaFUApSNNvgNyZCy4IzPFLskf5CoWDcdklGTfaZCjZjPONAsQ33Q4WhtGrygjUhxICaK8msPN4BFp4ND3txd3fXGIe0/BoOh3ZEu6RIlaEkAwsrlYoqlYrRYYfDoV5++WUrd5YU8TSgG9MNuVQq6cqVK7p8+bKFAfxDEQEuMu9YcRQm4VDcCjLH9KQgvDo8PNRisTDr7D2OVqsVCQFw+4vFogkdeA2CSMOUIAi0tbUlaVn/AWOS9SyXywYq4u0wv74oi795wWbw/B6w9lkV7pt7J6uEEoOa/qDGrVu3JEm//Mu/rKefflovv/zyPSuGC6EUvCvuQwLvWqL1YbehNODHS6swg/MGWGCASR+DxgeLDzaAMprP52q1WuYCd7tdnZ2dGfkFlx+F4I9QRyHQu4BMAZtakqUUqe/3wB/Xgf+AUCF8CBApNVKyZCWkpWB4POD69et67LHHVKvVJC3p2/5od1KUbGo8NBRBPKXH+kmrFmqsgc+uQEiaz+eRlCTrgYeD4odcRYgA6OtLsKEuS7J6Do9N5HI542cA5mJEvBAznzx7nIXqvQK8GO/hAQL7EMQbIjyhBzkODw/1q7/6q1oslm3gFovFm27qciGUgrRKQ+Jms8E9D0HSHe6u/3zcvfN8BmnVlMRvPjY/IBRt2Tgn4OzsTI1Gw85t6Ha7ZqX8RqEFOffGfeK9EFKAkHNKFBvclzxzr2traybc3hvitVwuF8FQcO/r9bptToDIUqlkG9ez8vCoKCMGYMR6gjnwXdyjB30Z/sQl0p+TyUTValXn5+e6fPmy+v2+ms2mSqVSxNUvFouRo95Qcswx3guK2KddKfyiotRjCPSLxNP0QDUnWZXLZbtHv3887dynJVFY3DuhLHvYh4OJxPI4PU7yfpDj4OBA0rId3Gw20w//8A/r3e9+9xu+zr32aDzV8iAYSRqEYfjuIAgqkr4g6Z9LelnSD4RhePSNruN5Bkw08ZwvjUU5sHlfuQd7nUWEwMT10O5ob2lVGckm9xuA4WsY4pkO3gtxB4GFtozLyWd9QZW37mQrQM19B2MKeKRl+S9Wf21tzcqn8YZ4rl6vZyxKgC5KkXd2dnTt2jWtr6+bsCAwxPx4I5IidQJ+fXzq1qfvvEVE6JgbvIx8Pm/kJryJbDZrSiSRWHaXpvM26xm33nwH34eXxXMHQWB9KBDaMAxNuYFXEQLhdfmwUoqS2TwgCcbDT9bQV4P6cAO+ylsx6M/w67/+6/qRH/kRSXpDyuFesw/zMAwvv/KPb/03kp4Nw/ARLbs8/8xrXQQwDisJAMYCYaF8OCCtYjk2nPcevMX1tRAslEfYSetg1dLptF566SW98MIL1quA8xoo1oGEhHvvlQcbYjabWesyWn/5zka7u7taX183hca5iIRN/A0XfD6fa3NzM0KblmSot+c4rK+vmzDs7u4aXwD8wnthzCEuPNdEqXCYLEAl88hm94qSuBzCV61WU7lctn/5fN5Or4KgRU8J7m02m0VCNu/t4W0xH+yXVCplnprniZCF8a49BDMPDErLUAvqtMcLvMfpvVBJkZ/x0AGPAfbnWz2azaY+97nP6XOf+9wb+tyDCB8+KumTr/z/VyW9oFdauX+jAZ8fyyjdeV6kR4Gl6EnTqVTK8useD/Cf9bEwVoP4mQ10fn6ul19+Wc1mM9KrgO/zaDIWge9CKVHD4D2axWIRaRPW7XaVSq06FCH8pVLJ4n1OhgZ/CMNQR0dHGg6H1v+A+gdfi8AGLJfLajabarfb2t7e1ubmpur1ujY2NiIIPcQq7hfLTgaDU6V8BoCBUHhSD54XeACt5rLZrFqtloUttGErl8uaTqfWfQrAlIas9KXwaULuB0WAEiYjw+c5Pm5zc1NBENi1PGAMEMvaelISZCQUp6RIIRf3BAhNpyqfMcHLqlardkblWzXAXN7IuFelkAyC4IakiaT/MwzDX5B0SdJtSQrDsBsEQToIglwYhuf+g4E794GqNXj2aGuspnfFEDJITVhDrKx3pVEE3o3z12B4MMk3Q5VWngbuOgstyWJQQgY2JkAnVo/4PZVa9kY4OzszYWy328Y1kFaYCcQmhJNGrAgbRCUyDbD2UBaEBIQujz76qDY3N1Wr1axdPJsXpYYwEhZ4i4jl43c2Oy68z+N7Tgef4UwGPBCPR/iqQ8Ir8AxYgXHE39+nJ4VJy1CiWCyaW8+aJxLLQ3E48wIr7hUddTPsP2nVNcrjLPAo4rgV1/PgOQosn8/bIbdv5fi5n/u5N/T+e1UK/3UYhi8GQfCIpD8KguBZ3dnMNZB0h2oM3bkPOzs7IUe6gXZjPTmJB2DKhwj8H2Hx4A5/l6KVjiwUqDOgYDqdNlCx0+nYos/ncw2HQ2sV5hVUPG4klMC1B5WmUCqTyViTEgYuMMSaer1ulo5n29jY0GQysZOomR8UGWBis9m0uglfzehrF6jkwyp6ghDziqXE8nmr5zd7HFHHAnsli6uOdee0qFu3bhlt2WcEgiAwrIQ5wItB4dKFCgYjc8g9ezBRkgHIvIcQy5OO2Bt4JPH9gnInFYvC9fgGc8N+JJOBh4FCeauwBemNKwTpHjGFMAxffOXnTUm/L+nbtAQXL0tSEARVSZMwDF+zW4Rv/S3Jij98fTsLBGhErIYLfTfuAQvlNTr5dh8fevczTp+NWzc2/WQysRSjr5pDOXDvWBo2NCm6IAiscIYWbpyjGIahxcN4ER4HwF2tVCpG2S0UCmq322q1WhaiBEGgnZ2diJeAZ+Eb1TJXWN/YOkdiZe8288xxANYzOgHjMpmM6vW6gYCAnXiD9HtEkSwWq56MYAswGJlL5phn4PN4dR5oZm0ovmKvoIg3NjYiHijXk2SeBZkxgFFvlPBYydj417kexugij3s5ir4uKR2G4UkQBFuS/oWkn9RSOfyoloDjj2p5gtRrXUvSstcAYBnuMzEnG5Cf0Fw9TwGL48MHz7bj816oiHdPTk6MkgsIRXYBBYWbjXXzSLS3ELjioOxUzmEhcPnxJEqlkmERw+FQzWYzUpS0WCys7drXvvY1c8P5PklmOYmbPcbBXMStIK+jiHH9fUrOA8DxjA+f8RZ5sVjYwbG+lT1zj5e0ubmpXq+ner1uVaSUqSeTSTv3IQxDS6XCWsQTYi5JT9In0jMZycTEWZGAmShw2sNDfqN+w3eSxsuiWAvcgf97j4t96D0hPN5SqWRdyx/keDNegnRv4cOupC8FQVDSElP4hTAM/zQIgr+T9IUgCPYl3ZL0A691ofl82befeFiKniBE/OtBRayXFA0jvKXzyoG0pY8lWexGo6FGo6HZbHlQCIVA3hL4jc8mI86VVmw7SXYQablcjngLNEPlebxVo+BKWp1A5QUeOu/Ozk6kued4PFatVjNwU5Jt5kqlot3dXT366KNaW1uzI+BgWkqyTc2c+cyOLxzz4YAfPpYnvEAJ+voUrkOLNiopO52Oms2meW+z2UzdbteUKBwF5qdarVpIAVFsPB5baldSBCAmPGDNuD8U+s7OjlKplNrttoIgMMCRvpVgOHitsDQJO/16eo8Ej8ZXmgLcXvRxL4fBPCfpjuRnGIYdLb2G1z2SyaS2trYsd4yL7/sregGPE5t4HUFGWL1Ac/wXzMJkMqlOp6PDw0MDfyAVeb79ZDJRq9Uyj4GBa0zWBFCUzct9s1mJ01FO0irGpHELmwhc4OzsTNPpVFtbW7p27Zre9a53aTAY6MqVKzo7O1MymdT6+roGg4FtNtJ6a2tr2tvb0+XLl+2IN7IZ9H7wyDmAoVeG3OPdFCLeA+/xyga332ciwjA0S4xgbW5u2iHCWOYwDK2N/Xw+t8pUvAxCk2q1amEX984zJRIJU0iHh4d28jUhIp6n52l4Sw85ymcdKEOndmU+n1v1Jp/zRDJo2iiJXq9n5fzz+VyPPPKITk5OHkh/hDfrITAuBKPRC7K0On2JgbcASASGIK3iXc9Z9x5DIpGwVCVuvRd4ruGBIiyiX1Tuk0HM6nsh0PwEVxdwEVIQFGTusdfrqVaraTKZqFKpqNls2ubnSHY8id3dXVWrVX33d3+3Tk5OVCqVlMvlrCoSJibv3dra0s7Oji5dumRpMg+M+sxM/JRsgD1pxaT03oRXCPyOQuNeEMz5fG7KYjKZGE08n89rf38/ksrE6zk/PzcBSiaTkQIuLDw9EfCQPJbkjQOhBEo8mUyaEk0ml/02qSuJ41E8G0pTkil6GKdnZ2cGjobhquxeWvEl8D58BoPzLd/Ors2vNi6EUkgkEpZS9Gk3vAbeA2gDYMjke6H2GIJ3/7kGgnBwcKB2u20MPiwQgpNIrApxALuwgB7DgIEHbx4XGEtEbI03weucrnx8fGyvkRLsdruGqUjS3t6e+v2+/vIv/1JbW1tmYRqNhm1YPAWYa3hafo5Go5Gx7hBs72nRVwGWoZ9b7yJ7opgHK5PJpFlorsk88RqYDXyC27dvW8k53lypVNLZ2VmEackaej6F79aNcvBhkDcUNKjhXnn+27dv21F6nr+Ayz+fz1Uul80D4564Ds1wWSs/j2AQhK0oLxQm74/Txe9l3KuXIF0QpYAwYw3itGRAvThI5lFw7+4iYGQOGBQk4ZZDJhqPx4b645Ki8X1qEgH0/RPj8aSvbWBTeSouFp70Flaq0+lofX3degVIssNa6PCUTCYt/352dmZpSTZgs9nU5uamFTyR4QB0lFa9EXyjFoSAnz5F59O8rEM8dPAks3g459OSR0dHRsFFqYFpgNrjWcxmM1sff10vfHBHtre3TRnjVTInngpOeMf/IWah7CVZmAOFOZlMGgkMg8MceECWDBHAMh4YSoy94atqC4WChXQXaVwIpSDJcAQ4A7j8aFfwA1JGfIZFIa4kdubvHl9gs7C4ca7/YrGquqPvAELNT98fATwBa+Dz2dyjPw0a5QLSjvdB12M4/9VqVaenp0qn06YkfKelfr9vTDw2KcJx9epVq0JEuKATM0e+aIfsDUrNpzzZyAg+z0SIg3Jk7phjn5nAk7p9+7Z5VNJS4ZXLZb388suSlsfh+QyBB3dRAJnM8sxHj8/47AIuOsKIgHINMAuAUPpXkqaVZGlR1oawZnNz0zIR9JCUVuEFewxly3fyrIDM1MoQ7tGQ5n6M++ElSBdEKWAp4AOAHXh+Ou9DqKXo+Q2ex+A3r0+jcfCId70R9sFgEAGtqG0g5SWtrJ9n7Emr07Hn81WrNEIElAXKDQCO8xc4Ap4ToXO5nG7fvm3uNcVPpMwgxfjYHaUEG9Q3DCXt6TMm3DPCxZwSe/tsjp9vXudZvdLlmj42J53oD0fxCoMajF6vpzAMjU7d7/eNY8HccR6FFz5Jxm+QpLW1tTu8S3Ac8B9/uvd4PNb29rYpMjxFrgseEIahHd/HGnrFyV7k2b2CwWtF2W1sbESuvbGxodPT0zuyOm903C+FIF0QpSApYq3YjGhpsAQv5AgDvy8WCwMgsRa48nRRpnwZK+AxCM/E8yh2oVCwZqy+36DHLjzQmUgkrAMxnoakiKXmGoPBwNqG0UkZtiInTOOGTqdTS71xLZRnt9u11COKBe8GBh4xrC9PRqH6sM1bZ0kRIC/ObPTzJUWrF8MwVKvV0v7+vtrttgkTngrvHwwGunz5snWz8rRkLLUkS/HCUcArZPCceHO4/4QKPKP/DAbId+JmePzk4OBAtVrN9qLPbPGPUNK/hjfI8zD/8/lc1WrVlDpnX16UcSGoVd5TIM7yrh4urV8MFsdvTC/YuJJUJgKIcSYjHgKbAWvGxoB4RAWfJ6AkEgljLIK8+6q9tbU1O8lZkr1fkmUCoB5DhCFXXywWrV373t6eubkeXENhSktQsl6v64knnogcIU96l43qAS3vBfC6x0lQDP4Eaj+n/lyKOEmK99G2nee7W1aDFDEK9vj4WI1Gwz5D2MAckE715c6wQ/EIABgZhB3JZNI8Qe51MBgY1TmOvaD8mIf5fG4sUPo6sP9YD48h4Ql6xYRRy2Qyqlardlbn9evXI/003+i4n16CdEE8BZ/u8XGgDwtYTJ8WZONIq4XL5/N2dHqj0TBhx2pzbiGanVRVPA3FhmTjs0EQEKiu/X7fhByQjMwF7jCt1qgQLBQKunLlilKpZa9AyDocfrpYLNTtdrWzs2NWD54EWQTPHSgUChF+B+61D4fibDssIfPMJvdl7NQW4CmgfMEUmAevEAAUX3rpJSviAjBNJJYNR/hsGIbWmo6TpPAO0+m0WWeGB5tRKF4pky4kjYl1lmQZAL9Xtre3lUisDuNhfaVV+z08EABtTu2iZT4ZI1/UhaIgc8G+Y2/xPZVKxVLFpVLpTVU0PohxYTwFtKlvfMHm9eGDT0lKSytcLpctpsbt9ILv41lYaHwWxULakKPN/MZlQ2AlfIchNlSv11Ov19N4PNbx8bEWi4VqtZpqtZptYOr6CXMSiYR2dnasqzLHu52fnyufz+uf/umfVCwWjdFYLpetrBp+wqOPPqpv//Zvl6TIAbJ+DvkdwY8TlJiz+MCL8NiDn0/PByBmf+GFF/TCCy+YAuNfIpGwbtTpdFo7Ozva3d2NhAueOxCGy/6XrLcnrEkrqjgsTZ7B045RgHiWzBFzT2aCdDh7hPXme32PRZQinhDf4YFW7/0QmhSLRVPYzF8mk1GtVlOhUNDW1lYEC3q94357CdIF8RSk1clDHifAYnuAkcn3IQPAF+Bbq9WymB23j1iT0IEBDZXv8ukm3EUWEneczxMf8z2SIq4rygXAiw3ny2uz2ay2trYMO2g0GqpUKppOp3rkkUcMnb5+/bpdF8Yk9QEoO8Iw3/QWpqXPLiDcUrSTtqfoesAWwBBwzSsRz0lIJpPa3NzUCy+8YJkBUnl8z+bmpq5fv64wDPXSSy9FCqGYJ0hmtFOj+anPBvC8Pl0qrQ6c8aETa0C6kewM52iCFxEOZDIZ89pIc6KMmD9CSb7Dh5YoBZ/5wuOj3J1QZbFYWBamVCqZB/J6xoNQCNIFUgqSLH5kobx18wAPP4vFogkY5cmkvShzpiMSw1t/rIoHvsipc30q8bgnX1TEpsRScB3CiFqtZl4EtQgILMQWrBBu+9ramk5PT7W9vW1AVfyeKbF+/PHHdfXqVY1GI4tZyfVTwOOBWWJcnpVn4Pc4yOgF34Nw3IOnS5NWOz4+Nk8I6nYqlVK1WrWDaFqtlnkTHpSbz5fNUFDe6+vrBk7yXAivxyZ8qtWD1PwjhKGHZRiG2t7etkN5mXvmGc+IzAHKfX193TpTb2xsWMbKdwbzxCSf7fF7JZ5pIKMEq/XtHhdCKeDekk7zbDBvsfjdo7w+zvWNU+O9DqRleyriT+JtilwQeFB+aRUagP5j3X1Tj1qtpl6vZ3G/JKvWy2az1m0HK5dKpey4Lw940Xm3VCopk8nYpmu1WtZzkuawa2treu9736vNzU0TEk/24rpsVlK7WELPJWBg/X32h+uBYXiFyTyx2UejkdUCoFSoesRq43EQfpHChaMAhsAx8uA/zKkH/wAqJUVCJe9t+owAcbvHLQBvUXCsJ3sJhQNrkT6ZeBD0kfTsRDwijAjPzX1xjJ/HqQgj0um0Tk5OXle/hQflJUgXRCl40M9vVg+AeYuGReQ1yoahy5L3ZsGovPPnFIJUA2qx2X2MyGbyaSz/OsemSTJrTZjBBpjP56pUKtb/7/z83HowcNrTo48+ailUcAEq/ehClUgkrAcBzwGa70MS/7vnMDCXdwsRfL7dYzXSqvWY99J8GMfnYEKenJzY65CxuPf5fK5Go2EH6kBlhoxF4RMhACOVSunk5MQOvKUZq6ece04FwojRSCaTkUxKoVDQ9vZ2BBsgFewNBcoFDy+Xy6nVaqlcLpsCrNfr9hwegJWWHcUAPH3Gwoc7XtGBj3lex9sxLoRSQIDY2NIKacbdwjPA1eI96XTauhnFFYp37X32wl+XHLG3klhCvAQ8CTYJ/wCraJwiLRUU7cYpiOJkZ7gLKCUAUh8iePYk2RQ8HVie8BF8KteTaLDWhA4oMeYLxeCfCeXgMQK8IlxwX0AWz1JMp9OIhSMLg4JiPsnooMAKhYI1o433T/SFTh4PoFM34RoegvcMmRuf0gbpR3n4zuDgLXwf95xOp9Vutw2rAfSlNFySZRgAQ6Ffz+dzq870lbncs0+Bgjnt7u4qn8/rxRdffFV5eZBegnRBlEIQBJH+/NJqU0or8A7l4MMJrBZEGDr9ED5Mp1M7q0FaAYt8hvd7d44sA8gzG+jVt1wAACAASURBVA5h4h/1+twLCgj6cTqdjhRLAbpls1ltb2/rypUrymQytiG63a41XeWcBryCRCKho6Mj5XI5oz4Tu3v0nWckDPM0XOaQ3wHrSKkiNFzL90v0CgQly08ED0GhBR3fR+OUwWCgfr9vrNJkMqlbt25Z2jOdThvL0VtSaanYyBb40nMUFCEo9wRDFO8NL6lcLmtzc9PASwSbcHUwGBhGBYcB7IOmrnhyKFvPbej3+4ZlIPTgH5JUrVaN5+GxBZ/W/UZZiAetEKR767z0bkl/6l5al/S/SNqS9GlJmI3PhGH4h9/oWnFlgKVDGWCVIbGg5efzucXr/owGnzKEr86mwGJ7hJgsgHc7sRSeZk2BDoxCKdqkhO+WZC4gDLz9/X1J0tbWlnkingkIbkA1H8/J/aXTyxbs73//+80z8JV/vmcjr3kcxOfsvWVEgXqF4D0mntGTwbwiRrFyuI2kiNUGdwAfQJl6pQOfAQUIPwIPzBPTOp2O1tbWTCB9bYNvdusPyuGZM5mMnbvJXuH9PrPCfKIoPKjpC8YAIGGawjPAADFH3stKJpcFVuBDPrPmw5V6vf628RbupcnK17TqxRhIelHSlyT9S0k/GYbh51/vtXw+WVLE+vF3rC+TJ0U7CvM7IJq3hv1+39w+X16LEPiNHgftAKQgCXm3O5fLWX0Dm59Rr9etQxJ9+cBB8vm8tra2dPnyZcM/EBbunRbwnNxULBb1vve9z7wKFBebDQHxhVnMpbQizcTny4O1PmTzHY09wOrz8MwbuIN3ufkdrEWSnZnh58mzHLkf0rx3c+t9BSd7w2MqnuLtBZg5IIT04SjYhM/sIPDUKPh1xBPghCnuc2trS/P5XEdHRxEiXjK5rG6FwFSv1y3EoM0fys0fARgfb4WXIN2/8OGDkk7CMLwRR7Vf7/CEmrhVk1YZCjYtkyrJjjmP54x9OtJbZg/I8RMh8EAjXgJ/QzGw2JQzc89UJbK5cUHn87l5F4CLIOAIGA1GIMRwEApYC1kJn0tPJBLW+Zm4VVod38Y8YLU9F8G7q37OUZR8NpVKRU6t8rwRj9sg2Dw/yovP86zT6dROxx6NRub1IOTeO+S+fLkzDFEYgTwbyh7AtlAomAVGWW5ubmp9fd3CBJ+C9I1heH5wEIBsPJfpdGps1kqlokajYXsmn89rd3dXrVZLly9fVqfTUSaTMdwKPIT7pIEMgzDSy8BbPe4Xo/GTkv5v9/u/DYLg60EQ/FqwbPD6DQfuu/8HszEIAhMi+Pygw8SOLB6bFuUgRbkHWDYsoreaPgXHTzaJD2/gtOOuS6sya6o8OdwEzwJrR4oQV5ky6PF4bPl4lAkxeq/XUy6X06VLlyLnOfJdeBMcKYdVR2i9dfRAKc9M+OC9KxSoBwgJVzwg6b0GrCqKhPXyRUGAhF7pwSiEZ0GIx2v8Lq0sPWuIYmS+UAaEHDxvNpvV2tpapG7B8zfwuiQZ+DgcDg1T8CEln6Nqcjgcamtry/AdWs1tbGxoNBqZh+rDWAzcY489Fgl/UEb1et3aEzLeKi9Bug9KIQiClKQntTw/UpJ+VtJ1Lc+S7Ev6d6/yuc8EQfB3QRD8HdoUy+wFlFjWp8N8SsfnoxFiSqH7/b7l2OMtydDs1BpwHQ+0IfTUNbBoXAdCDAUwpCipRajVakoml7RdTkAmEwHwBrAVhqGdkATjDrovyD7Cyxx55YllxeJKq3M4+QzP+cr8R+bTZyS85+Cv61NnzCFW2FPRPZCLpwDgCx/h/e9/vykgKOb0fUBpJ5NJ85BQKHyPtDpBKq602TOerk4mgHCMPQU/xVtr33zGGwjmitcoiiMs8ngSlbk0bAEvogHswcGBkslkpFW8V3ieev1WKgTp/oQP3yvpv4RheChJYRje5g9BEPwHSXfFFkJ3GMx73vOe0Odv2RSAR94VJlQAJINtiFCyuLi8WA3fEESSEWfYHJ6ezH34tBtg2qVLl0yRwKOfz+dWAo1w0WEJKwfvnxw81jIMlyXGpBvPzs7MC0gkEvrgBz+o6XRqjUC8BfaejidrxdOwbOg4ky5O7uK9zJXnAAACeuITwuaFCgUMMAofA4LX5cuXVSwWrRr2r/7qr7RYLMyr8tRwniGRiBaYcU8+ZGINUZZ4J+n0sulqtVq1NC6KAryIOfOZAt6H0kV50GHJ8xvgIgAwci0UJOsU54J0Oh3V63Wrt8HowEa9cuWKTk9P7yY+D3Tcj/AhEjq8kpVQEAQJST8i6ZnXukAc+AGcwRVkoCziAKO0cr/8hvVl01hBBBrUXIqSp3wowkaDPZdIJKwjks9xr6+vm9X2ZziEYWgHql67dk3FYtHOcfRCS3xMuurg4ED9ft+ILFyfZh3ewnGvXql5q+OHfy7+8X4AQ0mG3TAXKGrm14dnkIF8p2xppXDwnPAGqO2QpGvXrqlcLmtvby+CDxB3cwYD9HdPMUf4a7WahVGSDEviPTyD9xp8/YLfMyhwCpd8WtF7poSs1EjkcjkjqHEoL94Tc8H+YO2KxaLa7bZ2d3f1+OOP2x5kPaQlIFmtVl9LfO77uNej6AuSPiTpX7uX/9cgCD4oaS7p7yT9qzdyTTZuPOZLJJY1BB6YQdPHuQc+LwwqTeqIz/rCpnjenQ2M5ffp0tFopJOTE+Pqg67jHRC2TKdTs2yj0chARBqnxIV4MBhoZ2dHGxsb6nQ6Jkw0DMUzQHiZHyizKA0sYNz9v1v2gRHHX7yrzFzGFYz3DMgWSLK563a7poAPDg7U7XZtLhqNhvEuUNoAjnEMKJ/PR05VAiPgmTk4h2t4ZSUpUkFbqVQivAbf2ARlAgvVu/IoIz7rj4NDsXA/eLR+bePdpiFqsQf9evD8XO+nfuqnXlVWHtS4J6UQhuFQS36Cf+01D3+52/CxGnEqsdh4PFaz2bSNwuYBMZYU2byetQaY5em9cBrgIfhUIFkEfvfCP5vNDHiiTJrcOQxG6My4kljf4+NjixMJeZLJpNbW1jQYDBSGy6rBSqWivb09Xbp0yUAnPARpVU+AMHpuPwMcIc7/8JsVoWdOPPDKpmQOfK2CBy59dgMh7Pf7ppxojFKv15XJZHRycqKTkxO99NJLunr1qvr9vrW1r1QqEUvpQy/cabxGz8AkE4F3w/NjmdfXl9vTZ2AwFGQ2CA94brw8UtJ4CqPRyEhlnP8AIQ3DRFYJRQk5jRCJ6l1qO05OTuy4OvAv0p6+ZPutHBeG0egBHa8gpGgffil6IhTAoiQ75hu6rF8sLIG3JL5OAM+Aa+M1sLHZQCw0lgLrNJ1OdfXqVUu9STJ30XcKxjJyuIhHxDc3N63xBriJd+u99UfJgWgTTvB3n8LzLr/3fDyoi5B4XILv4Hk9h4NnRrFKstQr1y8UCtaJ+uzsTC+++KLhJzdv3tR0OrVTwTj7guuCJzFv7IM4B4M9ACjLPcJKxLJvbW3ZPZK+9s1ZeGZCWO8lcj3CA7IMsFUJRXgOSbYPyC6xn+FCePCa9fGh0Xw+11NPPXVvgvUmx4VQCtKqjkGSxajS0h1tt9uazWa2mGhVCqDQqridpIq85fEpOngHPoRgYbkGQtFuty03Lq2UiecgwBeAgcZ7KpWKAZDtdttiVe4DIG4wGOiRRx4x0Kler6tcLqter9s9EqJ4AhdgGBvf90rwWIC0UqweqPOegc+2eKWLQPJ/rB7KOAxDNRoNHR8fq9VqGTawvr5uYRQsxPl8rve+973q9/sG2HGMHGndtbU1ux8EzHsnnntAyICyIPVLKEV6e2dnxzJTXM+79P45/XygRKVViBkEgfr9vp07yjyxTv5e/P+DIFCn0zGuiz8g5uTkRI8++qief/75SMr47RoXQing0kFPRVP7xhe8z29mBAOLj3VAQXhN74lFhB6e7szi+/Jt4lXCEO6RTYOQQMTBOnOv1O53Oh1z+zc3N3X16lUtFgudnZ1pb29Pw+FQ73vf+5TJZKyBCmGLt/o8qyRzUZkbDkn18+KFHWUkKRL3eiuFUvDMTs/25Ht9+EBHqK997WuSpMPDQwP+EFpy9QC19K8E60Gws9msut1u5LwKX+3pPUef15dWPR48CQusZjqdRnAJ7h3BJwvkX+P7eR0FPJlMLIPEHsAjgULvQzMfnjF/KKtkMmkNZrgv1uAHfuBNReH3ZVwIpSBFPQVp1ZQCqjDWFWWBS45XQDwHXsDikFr0QuDjS5QOcTmUV5pedLtdpdNpVatV2+hgC6lUysgqWHM2KbHl7du3dfXqVePll0ola9JJ2u7RRx81jyEMQ1MKhC9eOfiwRlLEkmP9EGiUq8dZPD7BfXsEnnnx3gLvYZ58GpRO18ViUdVqVScnJ0okEup0OpYmns1mOj091XQ6tR6NYbg60Xs2mxnKDsuvXq9brQlCM5lMTIF4bgkYhp8zPDSO28M7ZC/EPQVwC5+m9YA3z+xp2niEKC/2qP/HnuQzZELYSzyfx4SefPLJNyQ793tcCKXAQuIiQ+wBoSVzICmSNmShqc7zFYVSlO7L9/hcsVcUCC0gV7FYVDabtdJoYnaqKkGqfRaBkIIUFMSlZrOpJ554wjIP7XZbw+FQ165dU61Wi2QUksmkIe4Itbfc3kJyv3HMhY2N9fJz4Ik7cS9MUiQD4NNxPn+PRe10Omo0GlYViZcjLRUe2A6fg4TFevn4n/CMTAFCymfBfvDAfLEa1hrSD8rZ7xVpVWXLNT1WIa2a6uBleMo1KUiAx0xmdUBPKpWy/Ye1515R8pKsFRtrTZ0GhCu80Ld7XBil4K2aFG0J5i2bt4S402QGPODmQwqfb5/NZgY8svE3Nzft2tLKSviuQfHuOmG4LNWu1WqqVqvGxsPlns1mhiPQuSeVSun4+Fj5fF6PPfaYkaeGw6EV4qDYfAWgjzN5LpQD8+Bda88m9Ii6t0Y+lOCZeY258RWgrAvrwffxDGdnZ6Z8OAsTK0gnZw5r8d/hvxsL32q1VK/XjatAhoE5IN3rQ0CO5PN7qF6v69KlS5FCLtbez5Nfc+YYMhn7hevCW0GIfeiFd+iVEIaI4+zx9lhH5gHP90Mf+tAbF6D7PC6EUvAoOmh9t9u1klpPrwVsZDPgznN4KilMaZUORMNLK1wCAWGx6vW6uYDD4VCNRsMqFfFIYDV6i8RZDalUygpjZrOZms2mCQLHwKFc8A5o7+VJMjwDLdt8qTdeDO/3LqknyqBkPQbhlQkC77M8cSScze3n2F+TuZBkSgHcw3cOunnzpk5PT1WtVg0MJdZHYeFdEXZIS7ZfrVaztnY8L94R8T04T6lUssxHGIZaX1/XlStXDGBkD8X7dcYBQU8L970Y2Dd0fWK92FtkE/gMz8N1vNLBM/T1HvP53Ehdb/e4EEoBtw6B9FRgcsgsgvcgpFV6jjSeL2dlgX1KEFeOIivCk263a2AX7dL84rGgHN/mrTdCg0WD53Dp0iXt7e1FDp+hUg+XtN1u2yE4uMw0pGUOsNZ8pydb3c01RjB4zSPvCL7v13A3lxXl4T0RQicfIkAcqlQqkTCLODoMw8iZnOvr65rPlx2lOMgGUDWRWJLDOCoe8BSBAnT0KUfuzaeByeownz7VzH4Cg0GJMycoQ0qYUcSES95j8w1YfHaHNfMGiHtn7gA3Ab8Xi4W+7du+7T5I072PC6EUmEAWG4HB6vu41KfC8BDYEL7rsiSrefcEFTYKmxAlwmlB4/E4UubcarXMqvpGJlj9IAh0cHCgRCJhLi+gaTab1eHhoSmUjY0NSUuBGwwGBq553j2WUVodWsJnJEW8JjajJ19J0X6FCDabGYXilQjKhZ9sZDY170cgOXMBZYPn4LkVi8VCjUbDegvAFGw0GuZhcX/gDHgHvujJcwZQunyO/pVUraLky+Wyrl+/HumhwfzAVfFELj/X/vr5fF6dTieCgTD3PuT1fSzZp37g7UlRhc0+WiwW+tZv/dY3JzwPYFwYpQAA40uhPSEHgpGPo4kzAfV8mys2tZ947/4igCgRNLkvZMIlhHDk3Uk2D1VwMO78mQQedSZHvbe3ZyDlycmJdX4ul8uRbj/S6tj1uDX06bm78Qt4jwcRPT7gN7AHFn06LY6I8z4UDhaOtfDdhnyTFTwvaamsOIp9c3PTAGWfemy1WpEzH+JpVVx2FEEikYi0L/Odo+OepceD4ooBxUlrftafXgp+74F/wK/wA0/Ozz9YRBzk5Dv9PF+EcSGUghQl1XjyBoIdt2pBsCSR+JOIPMOMa+IqBkFg7i+KwwN20ooqzULHuwUTVxMHe/oqYCeuP5bl/Pxc+/v72t7e1vb2tpUBc7hsoVBQpVKxDk649QgxAuzRcBQEf/coPMMDth509J/3741nY3B14+6w/z5pxQKsVqvqdDo2P51Ox3CU3d1do/2iRFkzvDjWmDDQC9BstqpOjD+f751A+fXe3p6BjtTKpNNpdTqdCOjKPFCzQPt8PAO8V8+H4PnjIa0HapkbfkKui6fCUarve9/7XrecvBXjQigFBFWKFoRg1dD+HhWHAec9AT6P9+CbssYRdCw+IBThAYU7lUrFcIfhcGjeARs6kUhYizg2Gn0UCFFQEmQm2AxgF7D8JpOJNjc3jcmJ5cR6egH2G43hswYIblzopShd3Fsyfw3+5oE3YmtvKX1s7rMds9lM/X5fh4eHdkYmadF8Ph8hexWLRVUqFVMCCJ5PtxKKESoQViaTSSu3JiavVCra2dmxPha+G5cPQ3lGX6LNa3SD4p4I9QgBCDVRGqQjPYcDT9Svt28v5+f47WYv3m1cCKUgrcg+PlXo00H+6Dc2HqBSOp02lw9BunXrlh3+6gkmNCvBivt8st/EfoE5RVqSCUkul1Oj0TDvgTMgcTl3d3fVaDS0WCz0Ld/yLZJkPfygAqdSyyawhB6+ys6nYn24gtcgrRQo1tK7ot5VZvP6MEGKkpQIoQBN/ffC4aBtO5mcTCZjfR56vZ6azaZu3ryp4+NjU4iEBNw7isG3PidUREnhefAdWHEarkAcQ0FIS+B4a2vLmroCEqP8AIzJpvD8zB3zUq1WbY8BfPvwpN/vG2jrC9L4nf3KfMdp5t6r4ACgizYujFJAEXhvYD6fW8ztyUseCJvP55Y6ZGP5HLqnsKJosMa4pCiHUqlkwBTcdE4BQqmg/ck5SzIue7lcVhiGVqLLmM1m2traUhiGpgS4T7IO3g0F0PQbi43uLbp0Z1qNz8SZedKKsBXHE+KgG56Gxxn4vKRIWAEourW1pWazqXw+b4JMOTuWl7kAtYf8hQLhfrg+Cpr5gcbM3/CKSqWSdnd3DchlEIp4BemVKvuJ/cb38D72DgqbQ1+4P+aK66FM44xR7pXhsxUXcVyYO/MpREmW+/dnCOAhnJycWFsrhBdLhsXv9XoaDofWg6Hb7VrNP4vvaa6+mCiZXHXRwfNASXU6HXPzASWx+pTU7u7uGiEJlDybXR6PhtAEQWB8fN+D8G7z4jfs3QYb3XsA1PqD5PsUmbQKKbzA+5y8VyTJZNIEHc/BV0aC6vNZ5od78CCh50b4dB7P7usy4l4OfRNRFDwrmQOPPfmsg+/g7UlTnjEahqHq9boB0L7hDB6sr8PAkwRT8ZkH/zt7h+dB0V69evUbC8TbOF5TKQRB8PkgCE6DIPgv7rVKEAR/GATBzSAI/iIIgh33t//xlddfCILg+1/PTbCJcQ3px0dXnVwup1KppMuXL+vatWuq1+t697vfbRVn0HnhG3AenyfyEB/DCYBi6vPqoOR00gEQlGRnQpIGRSFIy41Do00AJXCQTqdjOW74F3gr/hh2rCZC5DcsXoIHHtmUXog92MhG530oDR/nMvceoY8Lj/9ePBY8GZ/69FwLzr/wIC0WnjAwn8/bPFH2zPtSqZQ1mWEeAHW9UKZSyz4M6+vrqtfrETDSe5bMYTxVyGAO4wA39w4xDcXgPTE/p7zfA42U3vtM0Kvdx0UZryd8+EVJ/17Sr7jX/o2kZ8Mw/O+CIPhJST8j6TNBELxLyy5M75NUlfRXQRD8p3DZjOVVBwsCIAWvnQIYJh3ADguL9UgkVq3O8RQAlyRZz0M2Kyk0T3xaLBZ2SrQkoymzyROJZb+DRqNhViiZTKpWq9m5g7ivNGS9detWBBDs9/t27wCovkoQxRhPQXpB9i4q9+qtfpyq7f/vgS6/OX3uPL5hvQfC58MwtANf+Tug4bve9S4dHByo0WhoY2PDhBpFkEgkbJ5pZYYSxLvyqTqv0OCdoFB4Jq8MvSL1nhdhFoPP4RFwctTNmzdtfQhXzs7OLCXtcQO+DyKUz8j4VGW9Xrc9Eoah9Xa4qOM1lUIYhn8eBME/i738US17M0rSr0p6QdJnJH1E0pfCMOxJ6gVB8LeS/htJf/B6bgbBYFLL5XLE9ZJkwjibLSvr1tbWIoUmYRhqY2PD0GtINVh1HyKgfNhwWD5ATDYOGQf6JbZaLZ2fnxt9d2dnR2G4LJGGBHVwcGA59Xa7rWq1aqnKUql0hxt+NxdfWqXA/P/jFGcsly/OkqLdhnj2OAJOyIBrz3z7rIJ/H3OHAgHEOzk5MZAVjkGlUolw/IfDoVWIAuSRwaDbMVRh3sN98+xwF+iqREhGjYMnlkmrjIzPCDAnXjF6gxFXMrzflz3Dp+G93kPza5fNZo0gJ8nqbC7yeLNA4yVJtyUpDMNuEATpIAhyr7z+snvf/iuvfcPh4zAmDzCOgWUgjSStinm2t7cNFS4UCtY5WJJu3LghaXkMvc99SzKhJO4fj8dGsUX4yHcvFgv1ej1rrgogSAhwcnJiGAcoOwe8ZLNZ7e3tGTIeBIGFJzw3AuvTr95V9q59PI3lLbb/m/9cXLi9cCA4uNpeMRGr+4yEVwhUR7IeQRDoiSee0F//9V/r9PRUm5ubpujDcNVItdvtKpPJ2NHu8fv0c0L4wD0XCgVtbGxYSvLy5cv2vHGM5JU9Ggm9PB7BoJ0ezwV+QJMdX2VK6Mm1mdM4uYyqUGpf3injzSqFeFAUSArv8vqrYhZBEHxGS+9CV65ciWhuH6cx0aQCfVxJxRuklWvXrlk6C2YcB4TcuHFDX//61y2NmUwm7dAWaWWVfPNPwEQEP5vNqtVqGWUXL+PmzZuRKspCoWBeDr0YaOXFdci7s6lws6XoqVheUHk/3yNFGY0IUNxaeTCNTe+FMH490HhfQYn35gUkkVieA9npdKxnYbvd1ng8Vr1eN/IXzWf/v/a+NUbSq0zvOV3V1Zfqy8x0z/RM94zdvjAejxZziR2UyA4C9o+diJV3hbQEozhZifwgQYIlUZQfG4ks0m7AIpaCkViFeDUMsEJAALFsVjE3L4pAVgxZD9gG3+aCxzP0zHRXX6r6Uic/qp7Tz/fOqb7P1Ffd55FaVf3Vdznf+b73Pe/7vO95D++ZMXuGYPkMaM1pWI+8Ay0hpqHTKlDXgmSw5rgQGnWhUuQz53OZm5sLyojPzj4PfjLjkQpUk6GIer0eFsPpBLeB2KpSOI/GOpLXnHPDABa99zXnHLcTRwH8bewEXtZ9ePvb3+5VyyqBxk8Kv5p2ygkwy7Ber4eVmQFgcnIyCDeXPX/22WfDCMccfObtq09aLBYDUci28SFrbUYSnTpDDsjWKGD6LMN0nP7L+2PtP45kGt9mmzSDjn1iX1ibg8BjVUBUYLifsvKEhn05yquLQssIQOinlZXGVPSDBw/iqaeeQrVaxfDwMPbv3x9IN4ZuuZRavV7PRJk0iYnPmS7G0NBQ4CQKhQImm3McWEWa7aRVafuQ1gcVoypD7RumZyuvwd/5DC1nwd/Zd7zW4uIixsbGYmKQS2xVKXwLwKNoEI6PAvhmc/u3Afwv59wn0CAa7wPwyIYaUlwtFKqjl/qxmp7Kl1lZeI62JO+o7Z1zOHz4cEhN5qhy9uxZnD17NlTs0Yw3tSBIrJHYpH9aLpczi9WQKGPbmPJcLpcxPj4eyCtOnGJmnnIG+qKpma9muxJ/6gPbl5fn1N9V8O3/NqtRMxWB7EpZ+nwolFevXoVzDsPDw3juuecwOjoalC5nhnJ+C4WR/jkVKvuPCsKy+xRkNefZDnURVBFqn9LyIAldLBbD/Aad+DY/P5+ZSKXzZliNmYqNbeMz4cBAN4ncSqdgXaXgnPs6gH8EYLRpCfwnAJ8G8BXn3DkAZwG8DwC89792zj0B4Dk01n342HqRh+Y1Mh3LF5jWAQWdPqxqe/rh1Nyankq2msriwIED6OrqwuTkZKiDwOSaixcvBoEvlUo4fPhwGNUoPGzDyMhIOGetVsPg4GB48cglUBhKpVKo3kTrRc1k9aH5Iqtws380ssAXlYKgITeOvDyvnsNGHnSk1BFRoxnqbjAmv7y8WkQXQMiFUD6CCpHhyr6+Ply8eBGDg4O4cuVKSHOmhaBcCC0l9rH3PjwvjdQcPXo0ZImyIhLJZjuBiffEd8XyMkq2ah+wT5ScthYIwd/ZL+wPVpXqFGwk+tCqYNyDLfZ/DMBjm22Imsx2NARWIxN8aJoObC0GJX84mvOF6e/vx4EDB9Dd3R1WgD5y5Aief/559Pf342c/+1kw74eGhjIlxrhiFa0QPvzZ2Vn09/eHuPrAwABef/113HLLLTh06FCwVFjIVfPmdTTT9rMfYqFC+7+1DnQ/SzCqtWE5CyomKgs1s5Xg5YjK2Yoc4UdGRrCwsIBKpYI777wTCwsLuHDhQljTE1gtfU6B4nwTmuya0wA0FM7g4GBg/VnDYWJiIihZm8ehg4xGD6yg85mSRAaQUeKaAk2B1/6hktRwJMldKlnrcnUCctNavrAkl4DsSEXTm/sCq1ELHQF1hNG4Os+tcfy+vj6cOHEipNMWi43FV55//nn09vbipZdeCqYmC4kye6+/vz9U3OECsixJtrzcKKYyOTkJ5xzGxsaCBcEXU0dBDRHqCG9Nfe0r/d1GBLi/WhKtLAAKCPvKWm1UXhQIWm0aHdDsQQAhUnD1CTY8zAAAIABJREFU6lWcP38+pI/rjEad88BUabZNR3G6EyQWSQIqJ8LiuUC2XJxyJbwu20v3jryRdTUsAatuSqlUClWz+L4xhZ7uJttKErOTkBulQL5AJ7FYM1dJRWDVJNaiKQAyioKaW18iNRFpTnIW4+TkJMbGxuCcw6FDh7Bv3z58//vfDwpJIwV0TTjKMZTpXCP1tlKpYHR0NMzWJBNPUpIjHIVRLSH2gY0kECroqjyUCwDiCsAeE4Oeh/7wyspKZtk+9bE5X0SVzMGDB3HbbbeFClM8H+/dToJS8o7EK7M8GUkqFArBAisUCpnp8lRc2ldUAmodWCvUKk5GR9gefXbsu1gEh/1NRUQ3sdOQG6WgIyRfKo5KQHaWWYxQo09LaNjMmsN6nFolbANN4jvvvBNdXV148MEH8ZOf/AT79u3DuXPnMDIygmvXroW0Wu8bCU9kxbnw6MjISFj+nC8cKwTpi6nkpI5y/K73RaiSs/2o/WRdEX7nOTV8FyMklXegC0fhUHOd620Ui0Xs27cP1WoVMzMzGBkZwauvvhoEd3FxMRRHsdwK+4UuGith6SQ5VXgx60ndL1VoatUsLzfKwtHfp+tKDsq+SzrA8H1k5WYubU8rgoOXfS6dhFwpBesmcDuQLSxiBRrIruGgx+nLr4rEjppqkqu2r9VqKJfLeOCBB1Cv13HkyBEAwKuvvhrWjuR6Dsy25Iw/bS+vp8pKR1VaPXbU5ydfNisQyi+osGu/WFNYTWSOiOrnc3TksWTq9RggW2eQ98NwI4vucpl2rcZEDobPjJYdi+/yudXrjQI2PB5o5LQwWYkWGLCqWPQ94jbtX22rRjE00kLLgJaHWnPcd2VlJeRdcBujMySvOxW5UQrq6+uLriRSjCgj1IyLEW52H/7Pc+o+DFuxWrDOstu3b194uWkR8CV/4403gnsxMDCAkZERlMvlMJpoXX++gKrs1P3Rdut92/trZTHovqosgawyVVIMyC5wom0hOIpyhSrmW3AVpsuXL4fwIxeIKRaLOHPmTAjNUUEUCtnZqCxSQ0VBS4L8w9jYGO655x4UCoWQVWo5Je0fzp9Ra7BQKIRw4tLSUmZR12KxGBKYmIxmLSi16AiuDq4p3Z2MXCgFdQeA1emmagLbUUBHQD1PTHhio6oN/2nGHwWB02ZZl0EJt3K5jNtuuw3FYjGsbMxUWRYSOXLkSGgzR2R1Z+wIHguV2b5p1X+xfbU+gCpT7QdC3QQKGkunWeWrvI4uwKNCSkVYKpVw9uzZEMZk/3GuAzkYCiJnxWpdTFVcPCdHfk1YUuuL2/g8uR9dF63wra6MJW15v7F5GCypxzAlrZNOthKAnCgF4HohpSnLh6a/W7ch5mMCyBzL/zV0qefSVFUdaWyiDgWH5ccZkuJ5mFXJcmoUAiWu1GwlODqynbwXyy9YxBSkdbnsfkq+UmhoWvNZ6Pl0rglNaYYpAYT6BswZqVarOHToUMhDmJiYQH9/P1588cXAPzBUx6pOJBS1b0i8eu9x4MABnDx5MkxnV5ZfazloezViohYQ71vnLPA8lqRV5aLQtGblOjot/BhDbu7Aug82vhwjlSjUtCy4TV9+7q+KQEcCqwTYBv1ULoAZeBzNNNuNI9Lw8HBYLYpCqSMcBUvvRe9HoX2xHmIulVoPqhyVV2A7rbLVJee4H60mvSe6TBQOAEHQ6RawbSwyY8OfvB6vo8lpVFjsCxV+S6jyXORftLQ/eQyGMNk/XIVKl33T8xB8x6jApqenMTAwEAaUTiYXFblRCkDcvLcvNpC1CPTl4Tm4jwq/vjjWD41ZGxyF7PG0AnQk17JdWtdBZxpSsOy96TWttaQKREd3PU77xloIagJTeJhopKOmHqt8ghap1dCcdedUafH8PAenQrNeAatea7/qIi/ONSICQ0ND4VrDw8O45557cPDgwTAVnoJITkD7hRaZTuJi2Jq/U4lpRIr9oIrKbqeLQCXKd6mrqytDyHYyclOOTR9ojEyM8Qd6rLocahkA2Xh0TFD0nEo6qgCo68BPjnp0I9hmJkJRwDjHwQo0s/escPMaasq2ylew96P9YRUkhU6FwybdsF2ce0ArjAKkFpfWrHTOZcre81pME+d3TihjeJN+Pp9TV1dXqIBNMvf48eOYmJgIsy31WfB+Lf+kfaQ5JrowEEOf1Wo1pCJr4Vp9Z6gEqBz5PK5cuZKZ4bobkBtLwTLswPUsPL8rYRbbFrMq7DZVFNZdsO2yiklfQuuu2HZogVF1D2LntIpO2wBkS7hbTsSarrHRk9uV8NQ8EN6DWhHKh1DglH9Q8pXXYMEaMvJsLyM6VAg83mY1ahJSsVjMrPLFtiwtLaFSqWQsOH0P9DlrHoQSvcViEdeuXctUSaLFQmuH7bP70ELkM2dNid2A3CiFmECqoMQEJuZL6qfuZxWGTQyy59JzqtViTXOej/43t2mGJc+j1oL9jN2rKhNVCLH+ifWjdUuA1YpHtpQ7P3W+A6/Jbbw/TdZh/3V1rU4r10VcWTptZWUFY2NjWFxcDPUOmfrN0vy0sni+UqmE8fFxnDhxIsxJYB9QIehzjP2vZCLDywAy6fSEvgu0KtinmqZNa4F9fe3atevem05GbpRCTJCtUHObansdGYDsvAA7Clt3IOaaxMxuPa+6JiqUeowVGN2mAs/flUvQvrDWjVUAem+tFCUVAK/H+Re8pvrE2hYlb2ni64hLwaCl4JwLdRg1IsNU5d7eXly5cgXOrVaxJllrXT8AoQQ8R2mrNNlum6Wq3IQKNqslqcUwOzubuUe1hPQZMnlK3ykAQcnshoiDIneOkJq9Kgh8SBxtNZ6vprw9V+w3a1pbk1xHeDva21ApsPoyqtDTRKZQ2Huy98l9YpaEJRjZFv3kd6sI+SJrZh6ADJ9hf6c1wVmLVMAsq2b7kEpCFYGGZckNsD4jBZXhPFX0AMLaGKOjo7jrrrvC4jl0RbiKtd6/3icVAl0VVXw6kNhp1TH3SEOWtK40WtOJE57WQ25UXCsuIGbS6++t9o+NnjHT2woP97dEVkwodX/dHnNXYu1UxWZ5DctbWGG3wmD70DkXCpqo6axcCpCto6A5G2pe6289PT1hjQ11LTia8loMQzJXwyofAKGMHoVVl80bGhrCiRMnQiqx5iIwU1EFnOen9WAVL/uG7alUKplUbmu1sX18D9h3tv93I3KjFFp1shXG2Db74Fspktj11CWxIwZ/V6It5jZY5RI7v20jsMprWIvA5hu0egmtktPrMcuO7dZ6FbE26kjNfbQ9DC1yf3IFnKlIQdTEI85NYBl3Xo9zQ3TeAWtCchTWbEVgNYzMSIh1HW0/aiKa9vn8/Hxor1XEXV1dYXEhtoP3zHdA34/d5jYQW10M5s+cc681/77mGnUa4Zz7Hedc1Tl3vvn35E400gqEfalVCcRGTTX1WwlYK0HRNtiQZMxUj51bRzgdxRQ25GiVnj0mpiitItHkHk151nMol0BGXhUETWYKKAWFIzKAkDoMIDMlnOB+Bw8exMTERCjYSnDaOUfxUqmEt73tbWGhWFUSnPNgXS3+0V2gtcP+Zs0HJihpUhktDLo1OguULpEmMany243YCKfwFwAeMtt+CuAkgEkAUwD+o/z2d977o82/R3eikUCckbemXGx0VQ5grXPbc+pv9ljuE8tz0P8plFaJ6L7qZsQUV0zhaXtjCpO1DfSFVldFFZONu7MdOkLTldBZiV1d2VmEhUIhcBDKztfr9WB6cz4DF+JhNiCVEBf/ARCmTCsJS2HXZ63REutuUclQGTLRiefXIrr85DU0uhBzM3Yz1lUK3vsfArhqtn3dez/nG732NDawtsNGsBGzX6EmuW7TT36P/cXOZY9RgbWkpSoeex/2GipoKvz2OHsde47Y/Wn7VZnweuovK2GrvIZzq5mFltdQU5nXoVWh96shS1WaNMf37duHiYkJjI+PByJQK1AxGerNb34zxsfHAazmQaysrC45R+FspciA1clsailou6w1o0SrdRNpRWj/7WZs6+5c4w38F8iuAPUO59wrzrkfO+ceWOPYDznnnnHOPaMLZWxFMcQEtdUIu5FjrSDqeWLknx7LY2KzHfmiaSKQhuKsu6JQ31ivrW1gQo1WNNLQI7A68UvPa7Mt7XnZFs6cVLdE266pw7wWQ4Qk7ebn57GwsJBZUt651XkWt99+OyYmJjLp2DFlqJaWfupAQetjZmYmEJMaWVBrRjMW1YLTMK59prsV21V5fwrgovf+K83/XwFwu/f+NgB/AuCrzrmB2IHe+8977+/13t+rS2mpmaYPTEe+mDlvv9vR2L5M9rte35rvur8Kph3RVSnY82nb7Ghu/WK915jCslYQhZJLn/Fl13NrEg9fei0cCyAz1VgVhX0ONOur1WpmrgTdBCoI9etZfWpsbCwUSVHhI4GoozJ9fCUY7ZwV2yckGWdnZzE3NxfayD8qTY766jpp+jd/0zkcNiFtt2LLd+ic+zCAfwjgX3Fb06W43Pz+FBqLxth1KKNQsq55/qgZzn1NW8JnK5Oc33WEtueICaCakVa49diYNRLjJyig+r/lHNSFiPUBBbeVUtNPWi3MmQBWqxpp4o7eR1dXV2YtTbUs2FYKu862BBAsCSofWgAk+DjJiqFItq2rqwt33HEHJicnw5RqttW6GqoAYs9aZ8cqH2ALqwLIKCFaFsoz1Ov1wEVoRbDdjC0pBefcH6LhNjzsvV+U7be6xpqScM7dB+BWNKyHjZzzulE55sNbv7nVufTTbm/1f6tzxEZ+axXErIYYERnLXozdhx399H5jllGtVgsvr8bTVUCA1cQhCoaN6dtIg7oXel6dManHM4cAWCU0WZ69UCjg2rVrmJqaCpOntKy7Wokxi8D6+jYsSYWvywlyG2dU8v41ZKsK0rnV9Ur12Wn0YbdjIyHJr6NBJt7lGmHGPwLwXwDcAeD55rYvN3e/H8ALrrFozBcAPOq9n95oY1oJ82a2rXduK6j8rZVpzk8bGVABjQl2zPKIWQ48R8xlIKziAbKlzCmE6hMT6lvb+ROcc6D5CxQ6CowKCy0YjqRWeOhacOQHVjMnaVWMjY1hYmIi1FugizE5OYnx8fEw0mtkQ3MRbP6BVZg6o1PL3+lEKnUn2KfqKvC8zrkQcRkcHLSv1K7FVheD+e8t9j0N4PR2G2WFR9Fqe6tjrBCqEOunJgxZoYr5/HYfO2mI2wk78unvdsTVEKLGw5Vx57nq9XqYKKQl4vv6+jA3NxdGPr1HnlOzBHVqtHIS2rdKlNINYPt5j9oPDEMyIYjtHx0dRaVSQb3eKMx65MiRUOWadSe0j5nYRCG2z0ZHcSpGVmkm96F9MDc3F+5R1/+0yofKcd++fdF3brcil6zJZiyA2DFrEZF2P2XRYwJrrQc9TyuLwboGFEZLfsZYdWW517Ju9HcKXCvBVX4CWJ0kZddj1KxBjfvznFz8huenAFMhqYCqC8D2Ufi40pNzDuPj4+jv78fAwEAmcYpkJbkI71eXhGtF9rJPdL4J+89ySLSCdPk7Kg26HbVaLRTN2UvIpVLYDFr542v9z21rKZ9YeDAmwGttV2bbnmstspS/21GRv1sznvUImA+gS7Opea3zE9T0phDpvfO3WEl6tpH3p6tDKZGrxCD9eprxQ0NDGB0dzYT8NGFI20buQ9fHUPdB8yNWVhql4nlOXdvRHqv8hT4Phm33QqJSDB2fq7kVqwKIFzWxUQorwNYqsO3gaG2tBeUB9CXX5BsgW+lJpwaTRbcEo/eNpCKawLqNlYXU6uAfz8nturqyCjWFRrfT1dD7Y4JRf39/Zu6CuiTqCgCNmZBMLhoaGgpt5bW5Ejj3ieVfKAfAFGglQ9mP2t+qXHle/Z9YXl7eUzyCouMthVaIWRCKmFC3IvrsMUqutcoyVI6C7eE1KOS2nTGTmMJuXRsVXK6LwOtSGEgG0kfWacq0BhjqU8tB70Ez//Q+WbSV63Da41R4GdHQviqXy6F2o7bf+9Viq8BqBelYyTNtLy0T5iXwd068YmhUFTSP13khDH9y9a+9iF2rFDZrQazlTqgwxMKTKgSxY3RfVSb6qQpHrQjN7QfiOQVdXY2CJVxMhTn/XV1dQcB01NfsPUYluL6lsvB6L1p+vVQqYXh4OIzu9MEp/OqOUHmoqc/t1hLh/dlq2UxZtspGOQCSiepK8FjO5OQ9a1IVFTzPD+yt8GMMu1Yp7ARiBKUVfh2trNthESMaFUpM2t9VafB/q0icW13olsVQNQuPwsI2rqyshDwB7qsl2DTHQd0rWhnqRqhFocLPxVyYEMVrFwoFDA4OZgrRsI19fX0ZMpNcAY+1uR7sD7bLTkRjH1DwqbiUx6ALsrS0tCfJRcWeVAqWI4hhLctBfWxl6TUiwX10gg3Py88YR2C38VN9Xj2X+sF6HS7QQmKR7eAIynUQAGTaaLMYOZWZJdXI6pPI08iAjt7AqunP72r9qJvEffi/5j/Y6IkqXt6HRkw4RZrn4/8aueBx2k6bRr2X0fFE41YQ4wBaQV98y+QDWQFVgVbewE444rksj6HcAUdyFQya2mq1WGKT5y4UChgeHsbycmOpeFUYOrdAlYaudMT2U7AItSQAZEZm5gKwrc65YCkwJ0ITpeiWaCm6rq5GBSatMs0qT3p/bDPbrVO6Y1EDCr59RqrgvPdhCcC9jNwohbXM7nYgFn2gGa2mcisXgN81oqDnUgVg790qDN2myVE6Kuv17T4027lgLgWJwq35BLZIqvrhvG+SgVpmTclLa5bzfu2UalogGikAVheUUTdKFRWVrEZvaGEw54JKz9ZCsDUWq9Vqpv0JOVIKMeFoJ6yZz7ZZN0DbHItocJvNxiOZGDONgaxi0PCgQve3Ckz7k6XTmKijRUS0HLumFtPHVkVIAaPwsVgKZx+qRcN28BgmImkJNhsCJZHZ19eHhYWFwAPYSE2MDNU+axXCtc+D/c9p1Wu5k3sJuVAK9Xods7OzYYlwYOv5BzcCMX5hrZHevoAUKroEQJaMU2HXiEZM0PkZcz8IGw0ho6+TlRimtFmMbKtOFqJrwGvqatEqnHo/9t4KhUJmLU3lFUg00nWgRWHbZftArQdeg0pL+40WAy0YG7akC5NchwZyYS9NTU3h1KlTmJ2dzQhanjV3TEnoqBdjxvlnOQrdT196OxNRr2PPb9uk23Q1JprQ/E0nPinJqBwGTX+GMO2zUT6AVoFNWuJ2znHQRWZ5HeURlH/QMK0ShPzfEr4kDQFk9me248zMTGaf2LPYy8iFUiCoGKxyyDvsy99qm7UI1EcnlESzZKMi5jaocALZ2gcDAwMol8uZCASvo9OJdZSmgtPkHmsB0T/XCU92zgTdAu5DK4OCTzJyYGAgYwVxwVa2y7pXyjloWJbXY//EeBySl9xXC/3sdeRKKQANxWCVQ96thpgJb60G+2IC2WXK+BnjJfT7eopSfXONOLD82eDgYKbWAM+pykEtCR1lqQR4H4w88HctvGqJUc5dILnIJCi6LyQu7SzLmMXFbZp/QUVDBcJkJiq55eVlzM/PY2ZmJigbni8phCxypxQIVQ6d4FLE2qUjaiwBiIi5FSqQQHY1bj3GHquCo0k8FOgDBw5gcHAwTGm2RJ+m/mrSkOY60DrgzEjOuNR1IAm6LmrBcIq0KkFaClRMrEZtlaj9A1bDjczOpEukYWOtr6C8Q8pLuB5bXffh0865K251fYeH5LePukbh1pecc3+w3QZ2gkthR3j+by0HjVyoqW/DlVrn0BKaqmB4LkJHTstj6O/79+8PgjE/P4/5+fmM0FsykgKoayRwf80uZBYlgAyvoFmJqnzUPSqXy5lMSbaBv6ui4z2zn2gpcJYor0GlQgV46dIlVKvVcEytVsORI0d26jXYNdjqug8A8BG/ur7DXwOAc+4OAB8GcA+AdwL4r865/u02shNcivXaoopA3YXY6M9tSqipcMfCjlY5KPGpQsVR85ZbbsGxY8eCENKkVuJOIyX6P3/XsmtUFsxsLBaLoegLQ5u0DtRt4r3xnpQPUAWihKc9hlEKLVyr7lGtVsOlS5dQq9WCe0OlkXA9trTuwxp4L4BveO8r3vvzaCwa8+5ttC+DPLsUlgto9ZsqBiu4QHb9ASA7I9P61DyuVXTCKgol4jhD8eDBgxgZGcH8/HxYV4HHaWo0Zxsqq6+svZZBo6JR90OTmZRr6e3tRW9vb2ahVl2J2lpb+p1WCC0I9pf2NSdpqUKiErvrrrs29nD3GLbDKfy5c+5l59xfOuf2N7dNALgg+5xDi4VinKz7MDs7u6kLd4JLQazVrpiLEUuJtudT/1wVg1UOeg3dX62G0dFRHD58OJQc01FXp1TrCE9/nIqFioBWgvc+ZFF635jaXS6XM3UcYq6QWkPKB7C9ei88Ti2Dubm5MKkJaPASV65cwczMTChqy/Pffffdm3ySewdbVQqfQWPJuLsBzAL4VHO7HS5bnt/Lug9bmbveyqXIIzYSLaDwxUZ6awXoOVVgFNZdabUPQ3nj4+NhBKUZrrF8YLUcOvua7gGVCNvPnAPuqxWYbNVm5xoZlxTWarUKYDUHQbkOdWss12EnM1GJaZKXnfuQEMeWlIL3/oL3fsl7XwPwOQD3Nn86D+Co7HoUWcthx3Hq1CkAyC3XEBPGGEnI/zWTEYiz42oR2ONj2/R6VAJWmZRKJYyNjWFsbCys+ah1Etg2ugJKQrIUHAuZAAjkZXd3d4g2aE0GXpOl3gFkVplWCyFWPcq6UEB2Wvnc3Bzm5uaCcmNegnMOt99+e4unlQBsfd2Hu5qfXQA+CODvmz99G8DDzrkh59wxAPcB+N5ONHQttOIa8oqYMuCnms/W1Lb3ZIlHfmoo07oXen4lHovFIgYHBzE6OoqDBw9iYGAgk8CktQ6Za1AoFDA/Px/ablOjBwYGriNI1f3ReRB673Z/JVypkJTLIMHJ71QI5EjIK1jLJyGOra778KfOudcBnAVwF4B/BwDe+18DeALAcwB+BOBj3vv5G9V4CyqGZrtzZzWshVj0QGPtrdwJ/T9mKViFwjCi9gsFl6P6oUOHQijQORcsB820BBCEjhaBRg10X4020MIg8cdl7DW/QN0om35MBaUuDLdTUWmatPbN/Px8Ihc3gB1d96G5/2MAHttOo7aDU6dO4YMf/CAAhDp7rcztm4mNtsFGKoDr8w+sS2AnR2k5N+5jFUlMWZJTKJfLOHr0KObn5/Gb3/wmkI6sSKRrMJAP4P9UCDYbUa9LF0bzMHifagVQiVA58Dd+6ipPGn7kzEpVNNVqFQ880HK94wRBbjMat4NOyGtYD7HIRIyf0BmJqjBaEYytBFV/pwI4dOhQSAjq6ekJfAJDj1QitVotjNhKCtqEJeUy9J6YL0DuQpUB79FGWDTqQOtnfn4+8BZUOryWhjwT1sauVApEnvIaWlkJa7WHwmE5Aiv09ny6vyUUW5Gc/I3bWevxTW96E06cOIHZ2dlM2jFHX6AhzJVKJcNXsJ20WjT7kQqFMyVpaXAftk/dAeUc7H1RMZZKpUBw0oqg63PvvfciYWPY1UqByHNegx3RbcLOevuo6W1HU2shrBW+5Dmsm7N//36Mj48HV4zhSvIJ8/PzYaVpANf59cyUVL7Blsin8tD70olYOptTQ5UUfpKLXCpOicd6vY63vvWt231Mewp7QikAnetSxEx8JQpViFWYtY5AK2WxloKw+73lLW8JYUWOvirQWvoMWK1RqTUYNeuQEQxGNFgnUe/Jrn7Nc9BF4PW1bLu1KhjuTNg49oxSIPLkUqwFDc/FRn21GoDV2gb83R4X4xL0eyvegSiVSrj99tsxMTERlpPXKdbFYhE9PT2ZXINCoYCBgYFMGXfmNOgUae5r+QZaFLZILi0HzqQkn7CwsJAJP9br9ZS5uAXsOaVA5N2l4KcNKcZGd90eI/LWinpYxajX0mSllZUVDA0N4fDhwzh+/DhOnjx5nQDa6zKZyaYu0wXQlaXsHAkbyuQ+XPhlcXER8/PzWFlZwczMzHWLvCj/kLA55KJGY7vAbEgNYa5FxLUD1sdei7AEVjMgSVDG3Az9X6c+W+WjEQDNbLztttuCgE5NTaFQKKBcLoewpHMurFjF47k4LDmC3t5eFAqF4IrwGiQmGdZUa0SVJdvGTEW6L7VaLSiL48eP79BT2FvY00qBUOWguQ1A/pSDHf1VkK3ga1w/RiJqzH89N0OvR8UzMjIS1nNgQlFPT891fjzbqxWstX81y9Gu60jYlZwWFhZw9erVTLSFVsTKygruuOOO7XT3nkaysQR5dikIqxD0fwp/bIJVq/tQv16vodfSc+p5BgYGcOjQIYyOjmZWgAIaC8jyeJZdo+LgnAd1PWwmo2Y00jXQ/AN+16xJrdOYsHUkS8Egjy5FKxJQlZblIdQyUNcgNkrb42yykMKSlENDQ6jX61hYWMDc3Bz6+vrQ398fLAImNZGApLWgCkfXodCIhtaUYKhR+QRddJbRi6WlJUxOTu7wE9hbSEqhBfLmUrS6ZsyNUOvBhiV15NXfuY+6FATPqzwFIw6cJVkul0PegFUkqmRYkYlWQywxC0BmroVOoaZCqFQqmancADIh0YStIymFdUDlAOTLeiBsOywPoCFLjr5qLehMRcs58Di1Orq7u0NlJP7f1dWFnp6ekHrMtGgeR8Ht6+vLuBm6IItVbjy/Kg1yCbOzs2FBFy0nlyyEnUHiFDYBW7shDzkOVhnYkGTsj1CSTpVCKxeF+1KR6DUGBgbCsvbKIXBGJBeBIYHI3whd30Jncip/QFcEQLiG3nvCziBZCptEK84hNsreLMQIUQ036j5qJQDXWwiqXDQZitu09gFdCADBJaE1QOugUCgEZcFzaWKVRhg0a1EVEV2IarWKWq2WqY1AlyVZCTuHpBS2iE7gHFqFFxVUEpotaI9XK0MjFTZRkv23AAAPMElEQVThqKenJ1MDguFFdWFUmLWcGpUY97GzLavVKqampgLBqJyEWhAJ28dW1334jltd8+G3zrlfNLf/jnOuKr89eQPbngvkOYwZi1qoixCbfKVl0PRY3aZzDCjAnOdAS6G7uxs9PT3o7+8P1+UIz/2pgNRysC4OLYdCoRDWlVBisV6vY3x8fKe7bk9jI5bCXwB4HMD/4Abv/T/ld+fcf0ZWufyd9/53d6yFHYBWLkU7LIZYUlAsCYn7aj0GbovxJEpaatakFkNV14OfShjattBF0XRqzcKs1+sh47FSqaBSqVyX2zAxES0WnrANbKTy0g+dc3euscv7AfzezjWpc2Fdina5E+tlJapQ21wF5SD0HJoQpftoUhMJQf6vacp0GzSpKpa0pMViFbZ+oyqphJ3FtnrVOfcOAHPe+zOy+R2usWzcj51ze7L+VTuLyK6lgFR4SfLpjEWrxGzlZ27jVGidEKUKQUOOtj3WjbHt0yXsNdzIhWE5x2FlZSUtDHuDsF1V+88BfEn+fwXA7d772wD8CYCvOueiizq4bSwG0wnIQ+2GtQSSQqy/sY2xYqmxCIX6+62SqJSI5O+WE6BloMVetVgKXQdmM7Y7N2S3Y8tKwTlXAPA+AF/mNu/9nPf+cvP7U2isAxF1Pfw2F4PpBLS7dkPMfVHTX9ujSkKVg4YsKeC6ZmSMsNRjub8qACodW4GJ7fLeh2nXLNKi60YsLi7iwIEDN74D9yi2Yym8G8BL3vuz3OCcu9U519v8fh+AW9GwHvY02hWhaHUtNdEp8JoObROYKNwEj9FIxVp8hG6zbdGyaqo0SDByNuTs7GwITY6Oju5gLyVYbHXdB+B61wEA7gfwgnPuPIAvAHjUez+9kw3uVOShHJzNZqT5DyBT4syuNaHRAJuopTwAsFoGTklJa3VoIVdGILjdFmxhujSvlcjFG4+trvsA7/2/jGw7DeD0DrRr1+JGJj21CoOqRaDbFFp3wc5FsNfg/uQT+D8zD6ko9No8VpUKt3d3d2d4DBZLWVlZwcWLFzE1NRVSo5PbcOOR1G6bcKNcitg5YtvU31fegMKpo7vlIWLhQC27xvMCCNEChhg1S5HRCVoHrBDNKMP09DQuX77ccvZlwo1BSnNuI25U7YZYiTUlBS00GtCKF7DJUEpK0rpgZIAzIWk1UPHoH0EyEVhVIHpNlmzz3mPfvn1b7pOEjSMphRxgp1wKGxaMZSXy04YN7fH8budCUCGoG6BZiLr4iz3eujBUGNyPFsXi4iJmZmZw8eJFzM3NJbfhJiO5DznCTrkUTEyyS7srUWj3jykHIFt63UYYuBYk3QENL2otBQ1BKicBZN0UJkU550Ix15ud/JWQlELuoFEKIJtUtBlQwDgCW2EEkHElLPmno7oqA/7OZdlschL5ASoSFnaha6DhTKuMqCAqlQqmpqZQrVYxNzeHkZGRTfdjwtaRlEJO0cpq2Ihy4P5q5ut8B+6j54pFKAhNcCIxqMrAuhp2SjXB5eZUmSwvL2NhYSGsBTk3N4dKpYJarYbZ2VmMjY1tvRMTtoTEKeQY2y3oomnMmnwEtF4lKlYajb9pjQNgdUKVWgEES7Mx6qAkos5foBuysLCA7u5ulMtlLC4uYnZ2FpVKZRO9lbBTSEqhA7AdIlKjBFqfcT2C0eYT2BRltSzswrB6Hq4JoVaE8h1czGV6ehovvvgijh8/josXL6JYLKYJT21Cch86CNshIlnjMJaOrNEK61Lwd8KSjjb0SNBK0EpLdB94bLFYRKlUwoULF7C4uIgzZ87gqaeewne+8x1cuXJl2/2VsDUkS6HDsNXcBgoizXlNHeanJSPpMhCxTEerSEgyWs5B96vValhcXMTCwgL6+vqwvLyMp59+Gj/4wQ/w2muvwTmHhx56aDvdlLANJKXQodiqSxFLXrKcAoU/Vi2pVdjSVmbmvrQiaDFwrcerV6/i2rVrePnll/H000/jwIEDuHTpEorFIh5//PEt9UnCziC5Dx2OzboUdmajbrOl0IDsNGogPklKqypxgpO6FFpoFUCo5Xjp0iV87Wtfw5kzZ3Du3DkACPkJCe1DshR2AWIuBdB6ghRwfXYj99UMRWsxKJkYC2mqlUECUkvK05r41a9+hWeeeQYXLlxAtVpFuVzGL37xC9TrdTzxxBM3oIcSNoOkFHYRrEsRiypYsPgqobwBj41FKzQTUQupAqv1GJeWlkJocmFhAa+//jp+/vOf4/z586FIy/DwcFiDcm5u7ob0S8LmkNyHXQh1KYD1U4VZ1chaCBq+1BwFrY2wuLiYmQGpbodue+211/Dyyy9jenoafX19ofx7tVoFAMzPzycrISdY11Jwzh1Do7z7CQA1AJ/x3v8359wQgK8AuBuNsmvv895fbB7zUQAfAVAH8O+991+7Qe1PaIGtlJ3nOpEAMoqB0LClLaCi07BZMalWq+HZZ5/F5cuXMTc3FxZuIeE4PT2NQqGAS5cu4bOf/ewN7I2EzWCj7sMn0Ki+dBDA/3XOfQ/AHwI4471/yDn3keY+H3LO3QHgwwDuATAM4P84577rvZ/f+eYnrIfNlJ1nqjEALCwsZMhFhVoGJBGBRhYj5yv88pe/xPR0o+gWJztxn1KphFKphKGhoWA1JOQH67oP3vtz3vsf+QYuAXgBwDgaaz082dztSQAPN7+/F8A3vPcV7/15AD9Fo55jQhux0bLzJAd7e3vR29sbBL9Wq2VmQ5Ir6OrqwsLCAhYXF3Hp0iVMTU2Fwii6shPXl9SkpjfeeANTU1P45Cc/eZN7I2EtbIpodM4dB3AcwE8ATAC4AADe+xnnXLdrFG2dQMOdIM41tyW0GadOndpw0hPTo/v6+sJ+XP59aWkpTFiqVCqo1+uBG6hWq6hUKkEhkHOgRaGZjYODg+jr67sZt56wCWyYaHTO7QPwVQAf8t5XANg3yQHwke3Ra7hdvu5DXkF3YqOzL7mSNJeS10KqPT09IVWZ37lYDJeKJy+h3/n7ysoKPv7xj9+0e0/YGDakFJoWwDcBPO69/25z83kAR5u/DwNY9N7XdHsTR9G0KBR+D6z7kFfEKku3cik4R6G7uxv9/f3o7+9Hd3c3SqVSmNXY29sbZkvSMqhWq5mQJa0ETpWOrR6VkA9spMR7AcBfAfgb7/0X5KdvAXi0+f1RNJQGAHwbwMPOuaFm5OI+AN/bqQYn7Bw2WtBFJzD19PRgYGDguuXkuru7A19QrVavy0zUJe9pUQwODt6cG03YFDbCKbwTDfLwHzjnPtzc9m8BfBrAV5xz5wCcRWO1KHjvf+2cewLAcwBWAHwsRR7yDcs1EDaESbeBPIOu8bC8vIxyuYxisYharYauri5cu3YtKAjyESQt+/v78a53vevm3mjChrCRdR++h+t5AuLBFsc8BuCxbbQr4SZjM6nSjE7U63Xs378f9XodCwsLmJmZwdLSEkqlUqjAzNmQJCc5MzIhv0hpzgkZUDkAaysI5h2wfmK5XMbQ0BCWlpZw9uxZDAwMhLwF1nPklOn777//Zt5SwiaRlEJCS6xXu0HnRPT392N0dDSQiRqKLBQKqFarKBQKmJ9PnmTekZRCwrpYq3aDWg9UGhMTE1hZWUG1WsVvf/tblEolXLt2DcvLy3jPe97TnptI2DDShKiEDePUqVOoVCqoVCrXlX3Xeo2Dg4Oo1+u49dZbcezYMRw7dgz9/f04efJkm+8gYSNIlkLCpvDFL34RAPDII48AQFAAiq6uLuzfvz8UXAEayVKcC5GQbySlkLAlUDl84AMfwNDQEIDsWpRMkx4fHweApBA6CMl9SNgWTp8+jenpaUxPT19X5p3JSrG6kAn5RbIUEraNL33pSwCA97///QCA4eHhTJTic5/7XNvalrB5JKWQsGP48pe/DCDrUiSF0HlIdl3CjuP06dOYmZnBzMxMu5uSsAUkSyHhhuD06dPtbkLCFpEshYSEhAySUkhISMggKYWEhIQMklJISEjIICmFhISEDJJSSEhIyCAphYSEhAzcWmsM3rRGOHcZwByA37a7LdvAKDq7/UDn30Ontx+4sfdwq/f+4Ho75UIpAIBz7hnv/b3tbsdW0entBzr/Hjq9/UA+7iG5DwkJCRkkpZCQkJBBnpTC59vdgG2i09sPdP49dHr7gRzcQ244hYSEhHwgT5ZCQkJCDtB2peCce5dz7gXn3KvOuU+2uz0bhXPusnPufPPvhea2IefcXzvnXnHOPe2cO9zudhLOuS822/ycbGvZXufcR5vbX3LO/UF7Wp1Fi3v4tHPuijyLh+S3XN2Dc+6Yc+5/N9v5knPu3zS35+s5sJZeO/7QWI7uJQD3oFHb4ScA/nE727SJtl+MbPsEgE81v38EwOfb3U5p2zvRWOz3ufXaC+AOAL8GMIjGquHnAPTn9B4+DeCRyL65uwcAxwD8k+Z7fwiNFdpP5u05tNtSeCuAK977/+e9XwbwRQC/3+Y2bQe/B+DJ5vcnATzctpYYeO9/COCq2dyqve8F8A3vfcV7fx7ATwG8+yY0c020uIdWyN09eO/Pee9/5Bu4BOAFAOPI2XNot1KYAHBB/j/X3NYJKDjnfuWcO+Oc+9fNbeF+vPczALqdc71ta+H6aNXeTnsuf+6ce9k595fOuf3Nbbm+B+fccQDH0bCOc/Uc2q0U7GrW7W7PZnCf9/5NAP4ZgD92zt2P6+/HAchzeKdVezvpuXwGwCSAuwHMAvhUc3tu78E5tw/AVwF8yHtfQc6eQ7s76jwavhJxFFnNmFt4719tfr4C4FsA7oXcj3NuGMCi977WrjZuAK3a2zHPxXt/wXu/1Gz359B4DkBO76FpAXwTwOPe++82N+fqObRbKfwcwAHn3Fucc90AHgHwP9vcpnXhnNvvnDvU/H4IwIMA/h4N5fBoc7dH0Xj4eUar9n4bwMNNVvwYGuTe92566zYA59xdzc8uAB9E4zkAObwH51wBwF8B+Bvv/Rfkp3w9hxwwyu8B8Cs0/KU/a3d7Ntjmk2iQRBcAvALgPzS3DwP4bvNefgxgvN1tlTZ/HcDrAJbQGIH+aK32AvhjAGeb9/e+drd/jXv4anPbeTQGlMN5vQc0SELfbCv/Hs7bc0gZjQkJCRm0231ISEjIGZJSSEhIyCAphYSEhAySUkhISMggKYWEhIQMklJISEjIICmFhISEDJJSSEhIyOD/A7I4mQXU+76qAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = data_transforms(tr(sample[\"img\"]))\n",
    "plt.imshow(a[0], cmap=\"Greys_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_chex = xrv.datasets.CheX_Dataset(imgpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small\",\n",
    "                                   csvpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small/train.csv\",\n",
    "                                 views=[\"PA\",\"AP\"], unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 17621, 1.0: 29718},\n",
      " 'Cardiomegaly': {0.0: 22645, 1.0: 23384},\n",
      " 'Consolidation': {0.0: 30463, 1.0: 12982},\n",
      " 'Edema': {0.0: 29449, 1.0: 49674},\n",
      " 'Effusion': {0.0: 34376, 1.0: 76894},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 26527, 1.0: 9186},\n",
      " 'Fracture': {0.0: 18111, 1.0: 7434},\n",
      " 'Lung Lesion': {0.0: 17523, 1.0: 7040},\n",
      " 'Lung Opacity': {0.0: 20165, 1.0: 94207},\n",
      " 'Pleural Other': {0.0: 17166, 1.0: 2503},\n",
      " 'Pneumonia': {0.0: 18105, 1.0: 4674},\n",
      " 'Pneumothorax': {0.0: 54165, 1.0: 17693},\n",
      " 'Support Devices': {0.0: 21757, 1.0: 99747}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CheX_Dataset num_samples=191010 views=['PA', 'AP']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_chex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_nih2 = xrv.datasets.NIH_Google_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\",\n",
    "                                 views=[\"PA\",\"AP\"], unique_patients=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Fracture': {0.0: 4190, 1.0: 186},\n",
      " 'Lung Opacity': {0.0: 2210, 1.0: 2166},\n",
      " 'Nodule or mass': {0.0: 3771, 1.0: 605},\n",
      " 'Pneumothorax': {0.0: 4138, 1.0: 238}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Google_Dataset num_samples=4376 views=['PA', 'AP']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_nih2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Atelectasis': 1.0, 'Cardiomegaly': 0.0, 'Consolidation': 0.0, 'Edema': 0.0}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = d_nih2[0]\n",
    "plt.imshow(sample[\"img\"][0], cmap=\"Greys_r\");\n",
    "dict(zip(d_nih.pathologies,sample[\"lab\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_mimic_chex = xrv.datasets.MIMIC_Dataset(#datadir=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/files\",\n",
    "          imgpath=\"/lustre04/scratch/cohenjos/MIMIC/images-224/files\",\n",
    "          csvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-chexpert.csv.gz\",\n",
    "          metacsvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-metadata.csv.gz\",\n",
    "          views=[\"PA\",\"AP\"], unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 82269, 1.0: 48790},\n",
      " 'Cardiomegaly': {0.0: 92752, 1.0: 47673},\n",
      " 'Consolidation': {0.0: 88179, 1.0: 11525},\n",
      " 'Edema': {0.0: 101747, 1.0: 29331},\n",
      " 'Effusion': {0.0: 102492, 1.0: 57721},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 84746, 1.0: 7657},\n",
      " 'Fracture': {0.0: 81584, 1.0: 4781},\n",
      " 'Lung Lesion': {0.0: 81685, 1.0: 6632},\n",
      " 'Lung Opacity': {0.0: 83336, 1.0: 54769},\n",
      " 'Pleural Other': {0.0: 81202, 1.0: 2083},\n",
      " 'Pneumonia': {0.0: 96223, 1.0: 17222},\n",
      " 'Pneumothorax': {0.0: 120294, 1.0: 11235},\n",
      " 'Support Devices': {0.0: 84023, 1.0: 61717}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MIMIC_Dataset num_samples=243324 views=['PA', 'AP']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_mimic_chex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_mimic_negbio = xrv.datasets.MIMIC_Dataset(#datadir=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/files\",\n",
    "          imgpath=\"/lustre04/scratch/cohenjos/MIMIC/images-224/files\",\n",
    "          csvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-negbio.csv.gz\",\n",
    "          metacsvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-metadata.csv.gz\",\n",
    "          views=[\"PA\",\"AP\"], unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 85531, 1.0: 48972},\n",
      " 'Cardiomegaly': {0.0: 96524, 1.0: 41654},\n",
      " 'Consolidation': {0.0: 92945, 1.0: 11379},\n",
      " 'Edema': {0.0: 106348, 1.0: 28886},\n",
      " 'Effusion': {0.0: 106469, 1.0: 56697},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 88454, 1.0: 7514},\n",
      " 'Fracture': {0.0: 85780, 1.0: 4093},\n",
      " 'Lung Lesion': {0.0: 85384, 1.0: 6518},\n",
      " 'Lung Opacity': {0.0: 88199, 1.0: 54556},\n",
      " 'Pleural Other': {0.0: 84826, 1.0: 2073},\n",
      " 'Pneumonia': {0.0: 100122, 1.0: 16565},\n",
      " 'Pneumothorax': {0.0: 124767, 1.0: 10045},\n",
      " 'Support Devices': {0.0: 87817, 1.0: 60871}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MIMIC_Dataset num_samples=243324 views=['PA', 'AP']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_mimic_negbio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Atelectasis': 0.0,\n",
       " 'Cardiomegaly': 0.0,\n",
       " 'Consolidation': 0.0,\n",
       " 'Edema': 0.0,\n",
       " 'Enlarged Cardiomediastinum': 0.0,\n",
       " 'Fracture': 0.0,\n",
       " 'Lung Lesion': 0.0,\n",
       " 'Lung Opacity': 0.0,\n",
       " 'Effusion': 0.0,\n",
       " 'Pleural Other': 0.0,\n",
       " 'Pneumonia': 0.0,\n",
       " 'Pneumothorax': 0.0,\n",
       " 'Support Devices': 0.0}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = d_mimic_chex[15011]\n",
    "plt.imshow(sample[\"img\"][0], cmap=\"Greys_r\");\n",
    "dict(zip(d_mimic_chex.pathologies,sample[\"lab\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision, torchvision.transforms\n",
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),xrv.datasets.XRayResizer(224)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_openi = xrv.datasets.Openi_Dataset(imgpath=\"/lustre03/project/6008064/jpcohen/OpenI/images\",\n",
    "                                    transform=transform,\n",
    "                                    unique_patients=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 2996, 1.0: 271},\n",
      " 'Calcified Granuloma': {0.0: 3074, 1.0: 193},\n",
      " 'Cardiomegaly': {0.0: 3082, 1.0: 185},\n",
      " 'Edema': {0.0: 3217, 1.0: 50},\n",
      " 'Effusion': {0.0: 3147, 1.0: 120},\n",
      " 'Emphysema': {0.0: 3183, 1.0: 84},\n",
      " 'Fibrosis': {0.0: 3250, 1.0: 17},\n",
      " 'Fracture': {0.0: 3189, 1.0: 78},\n",
      " 'Granuloma': {0.0: 2914, 1.0: 353},\n",
      " 'Hernia': {0.0: 3226, 1.0: 41},\n",
      " 'Infiltration': {0.0: 3201, 1.0: 66},\n",
      " 'Lung Lesion': {0.0: 3264, 1.0: 3},\n",
      " 'Lung Opacity': {0.0: 2940, 1.0: 327},\n",
      " 'Mass': {0.0: 3261, 1.0: 6},\n",
      " 'Nodule': {0.0: 3199, 1.0: 68},\n",
      " 'Pleural_Thickening': {0.0: 3237, 1.0: 30},\n",
      " 'Pneumonia': {0.0: 3199, 1.0: 68},\n",
      " 'Pneumothorax': {0.0: 3253, 1.0: 14}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Openi_Dataset num_samples=3267"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_openi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Atelectasis': 0.0,\n",
       " 'Calcified Granuloma': 0.0,\n",
       " 'Cardiomegaly': 0.0,\n",
       " 'Edema': 0.0,\n",
       " 'Effusion': 0.0,\n",
       " 'Emphysema': 0.0,\n",
       " 'Fibrosis': 0.0,\n",
       " 'Fracture': 0.0,\n",
       " 'Granuloma': 0.0,\n",
       " 'Hernia': 0.0,\n",
       " 'Infiltration': 0.0,\n",
       " 'Lung Lesion': 0.0,\n",
       " 'Mass': 0.0,\n",
       " 'Nodule': 0.0,\n",
       " 'Lung Opacity': 0.0,\n",
       " 'Pleural_Thickening': 0.0,\n",
       " 'Pneumonia': 0.0,\n",
       " 'Pneumothorax': 0.0}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = d_openi[0]\n",
    "plt.imshow(sample[\"img\"][0], cmap=\"Greys_r\");\n",
    "dict(zip(d_openi.pathologies,sample[\"lab\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#RSNA_Pneumonia_Dataset\n",
    "d_rsna = xrv.datasets.RSNA_Pneumonia_Dataset(imgpath=\"/home/cohenjos/projects/rpp-bengioy/jpcohen/kaggle-pneumonia/stage_2_train_images_jpg\", \n",
    "                                            views=[\"PA\",\"AP\"],\n",
    "                                            unique_patients=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Lung Opacity': {0.0: 20672, 1.0: 6012}, 'Pneumonia': {0.0: 20672, 1.0: 6012}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "RSNA_Pneumonia_Dataset num_samples=26684 views=['PA', 'AP']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_rsna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "pathologies = [  'Atelectasis',\n",
    "                 'Consolidation',\n",
    "                 'Infiltration',\n",
    "                 'Pneumothorax',\n",
    "                 'Edema',\n",
    "                 'Emphysema',\n",
    "                 'Fibrosis',\n",
    "                 'Effusion',\n",
    "                 'Pneumonia',\n",
    "                 'Pleural_Thickening',\n",
    "                 'Cardiomegaly',\n",
    "                 'Nodule',\n",
    "                 'Mass',\n",
    "                 'Hernia',\n",
    "                 'Lung Lesion',\n",
    "                 'Fracture',\n",
    "                 'Lung Opacity',\n",
    "                 'Enlarged Cardiomediastinum'\n",
    "                ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'torchxrayvision.datasets.NIH_Dataset'>\n",
      "Lung Lesion doesn't exist. Adding nans instead.\n",
      "Fracture doesn't exist. Adding nans instead.\n",
      "Lung Opacity doesn't exist. Adding nans instead.\n",
      "Enlarged Cardiomediastinum doesn't exist. Adding nans instead.\n",
      "<class 'torchxrayvision.datasets.PC_Dataset'>\n",
      "{'Bronchiectasis', 'Granuloma', 'Pleural Thickening', 'Flattened Diaphragm'} will be dropped\n",
      "Lung Lesion doesn't exist. Adding nans instead.\n",
      "Lung Opacity doesn't exist. Adding nans instead.\n",
      "Enlarged Cardiomediastinum doesn't exist. Adding nans instead.\n",
      "<class 'torchxrayvision.datasets.CheX_Dataset'>\n",
      "{'Support Devices', 'Pleural Other'} will be dropped\n",
      "Infiltration doesn't exist. Adding nans instead.\n",
      "Emphysema doesn't exist. Adding nans instead.\n",
      "Fibrosis doesn't exist. Adding nans instead.\n",
      "Pleural_Thickening doesn't exist. Adding nans instead.\n",
      "Nodule doesn't exist. Adding nans instead.\n",
      "Mass doesn't exist. Adding nans instead.\n",
      "Hernia doesn't exist. Adding nans instead.\n",
      "<class 'torchxrayvision.datasets.MIMIC_Dataset'>\n",
      "{'Support Devices', 'Pleural Other'} will be dropped\n",
      "Infiltration doesn't exist. Adding nans instead.\n",
      "Emphysema doesn't exist. Adding nans instead.\n",
      "Fibrosis doesn't exist. Adding nans instead.\n",
      "Pleural_Thickening doesn't exist. Adding nans instead.\n",
      "Nodule doesn't exist. Adding nans instead.\n",
      "Mass doesn't exist. Adding nans instead.\n",
      "Hernia doesn't exist. Adding nans instead.\n"
     ]
    }
   ],
   "source": [
    "print(d_nih.__class__)\n",
    "xrv.datasets.relabel_dataset(pathologies, d_nih)\n",
    "print(d_pc.__class__)\n",
    "xrv.datasets.relabel_dataset(pathologies, d_pc)\n",
    "print(d_chex.__class__)\n",
    "xrv.datasets.relabel_dataset(pathologies, d_chex)\n",
    "print(d_mimic_chex.__class__)\n",
    "xrv.datasets.relabel_dataset(pathologies, d_mimic_chex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "dd = xrv.datasets.Merge_Dataset([d_nih, d_pc, d_chex, d_mimic_chex])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 292240, 1.0: 94495},\n",
      " 'Cardiomegaly': {0.0: 312179, 1.0: 82612},\n",
      " 'Consolidation': {0.0: 321154, 1.0: 30332},\n",
      " 'Edema': {0.0: 336767, 1.0: 81771},\n",
      " 'Effusion': {0.0: 327926, 1.0: 151894},\n",
      " 'Emphysema': {0.0: 204858, 1.0: 3479},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 111273, 1.0: 16843},\n",
      " 'Fibrosis': {0.0: 205968, 1.0: 2369},\n",
      " 'Fracture': {0.0: 193213, 1.0: 14914},\n",
      " 'Hernia': {0.0: 206579, 1.0: 1758},\n",
      " 'Infiltration': {0.0: 179213, 1.0: 29124},\n",
      " 'Lung Lesion': {0.0: 99208, 1.0: 13672},\n",
      " 'Lung Opacity': {0.0: 103501, 1.0: 148976},\n",
      " 'Mass': {0.0: 201714, 1.0: 6623},\n",
      " 'Nodule': {0.0: 198239, 1.0: 10098},\n",
      " 'Pleural_Thickening': {0.0: 201713, 1.0: 6624},\n",
      " 'Pneumonia': {0.0: 317341, 1.0: 27220},\n",
      " 'Pneumothorax': {0.0: 377199, 1.0: 34525}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Merge_Dataset num_samples=642671"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7",
   "language": "python",
   "name": "python3.7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
